{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## OpenCV Integration Example\n",
    "Note: SwiftCV package requires OpenCV installed in order to compile."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Installing packages:\n",
      "\t.package(path: \"/home/saeta/fastai_docs/dev_swift/SwiftCV\")\n",
      "\t\tSwiftCV\n",
      "\t.package(path: \"/home/saeta/fastai_docs/dev_swift/FastaiNotebook_08_data_block\")\n",
      "\t\tFastaiNotebook_08_data_block\n",
      "With SwiftPM flags: []\n",
      "Working in: /tmp/tmpvc9knc87/swift-install\n",
      "[1/13] Compiling FastaiNotebook_08_data_block 01_matmul.swift\n",
      "[2/13] Compiling FastaiNotebook_08_data_block 03_minibatch_training.swift\n",
      "[3/13] Compiling FastaiNotebook_08_data_block 02_fully_connected.swift\n",
      "[4/13] Compiling FastaiNotebook_08_data_block 05b_early_stopping.swift\n",
      "[5/13] Compiling FastaiNotebook_08_data_block 05_anneal.swift\n",
      "[6/13] Compiling FastaiNotebook_08_data_block 06_cuda.swift\n",
      "[7/13] Compiling FastaiNotebook_08_data_block 02a_why_sqrt5.swift\n",
      "[8/13] Compiling FastaiNotebook_08_data_block 00_load_data.swift\n",
      "[9/13] Compiling FastaiNotebook_08_data_block 08_data_block.swift\n",
      "[10/13] Compiling FastaiNotebook_08_data_block 04_callbacks.swift\n",
      "[11/13] Compiling FastaiNotebook_08_data_block 01a_fastai_layers.swift\n",
      "[12/13] Compiling FastaiNotebook_08_data_block 07_batchnorm.swift\n",
      "[13/14] Merging module FastaiNotebook_08_data_block\n",
      "[14/15] Compiling jupyterInstalledPackages jupyterInstalledPackages.swift\n",
      "[15/16] Merging module jupyterInstalledPackages\n",
      "[16/16] Linking libjupyterInstalledPackages.so\n",
      "Initializing Swift...\n",
      "Installation complete!\n"
     ]
    }
   ],
   "source": [
    "# Uncomment line below when using Colab (this installs OpenCV4)\n",
    "# %system SwiftCV/install/install_colab.sh\n",
    "%install-location $cwd/swift-install\n",
    "%install '.package(path: \"$cwd/SwiftCV\")' SwiftCV\n",
    "%install '.package(path: \"$cwd/FastaiNotebook_08_data_block\")' FastaiNotebook_08_data_block"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%include \"EnableIPythonDisplay.swift\"\n",
    "import Foundation\n",
    "import SwiftCV\n",
    "import Path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import FastaiNotebook_08_data_block"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4.1.0\r\n"
     ]
    }
   ],
   "source": [
    "// display opencv version\n",
    "print(cvVersion())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "func readImage(_ path:String)->Mat {\n",
    "    let cvImg = imread(path)\n",
    "    return cvtColor(cvImg, nil, ColorConversionCode.COLOR_BGR2RGB)\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading https://s3.amazonaws.com/fast-ai-imageclas/imagenette.tgz...\r\n"
     ]
    }
   ],
   "source": [
    "let path = downloadImagenette(sz:\"\")\n",
    "let allNames = fetchFiles(path: path/\"train/n03425413\", recurse: false, extensions: [\"jpeg\", \"jpg\"])\n",
    "let fNames = Array(allNames[0..<256])\n",
    "let ns = fNames.map {$0.string}\n",
    "let imgpath = ns[2]\n",
    "var cvImg = readImage(imgpath)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Timing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "▿ 2 elements\n",
       "  - 0 : 500\n",
       "  - 1 : 375\n"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cvImg.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "UnsafeMutablePointer<Int8>\r\n"
     ]
    }
   ],
   "source": [
    "print(type(of:cvImg.dataPtr))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[next slide](https://docs.google.com/presentation/d/1dc6o2o-uYGnJeCeyvgsgyk05dBMneArxdICW5vF75oU/edit#slide=id.g512a2e238a_144_0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "let ptr = UnsafeRawPointer(cvImg.dataPtr).assumingMemoryBound(to: UInt8.self)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "111\n"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ptr[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "average: 3.2026426999999997 ms,   min: 2.935113 ms,   max: 3.296784 ms\r\n"
     ]
    }
   ],
   "source": [
    "time(repeating:10) {_ = readImage(imgpath)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "500\n"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cvImg.rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import Python\n",
    "import TensorFlow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('inline', 'module://ipykernel.pylab.backend_inline')\n"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "let plt = Python.import(\"matplotlib.pyplot\")\n",
    "let np = Python.import(\"numpy\")\n",
    "IPythonDisplay.shell.enable_matplotlib(\"inline\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "func show_img(_ img: Mat, _ w: Int = 7, _ h: Int = 5) {\n",
    "    show_img(Tensor<UInt8>(cvMat: img)!, w, h)\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_img(cvImg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "average: 0.1347015 ms,   min: 0.08907 ms,   max: 0.22734 ms\r\n"
     ]
    }
   ],
   "source": [
    "time(repeating:10) {_ = resize(cvImg, nil, Size(224, 224), 0, 0, InterpolationFlag.INTER_NEAREST)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "average: 0.5949585999999999 ms,   min: 0.529687 ms,   max: 0.700341 ms\r\n"
     ]
    }
   ],
   "source": [
    "time(repeating:10) {_ = resize(cvImg, nil, Size(224, 224), 0, 0, InterpolationFlag.INTER_LINEAR)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "average: 0.5734125999999999 ms,   min: 0.556511 ms,   max: 0.622225 ms\r\n"
     ]
    }
   ],
   "source": [
    "time(repeating:10) {_ = resize(cvImg, nil, Size(224, 224), 0, 0, InterpolationFlag.INTER_CUBIC)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "average: 1.5651732000000003 ms,   min: 1.542578 ms,   max: 1.603373 ms\r\n"
     ]
    }
   ],
   "source": [
    "time(repeating:10) {_ = resize(cvImg, nil, Size(224, 224), 0, 0, InterpolationFlag.INTER_AREA)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cvImg = resize(cvImg, nil, Size(224, 224), 0, 0, InterpolationFlag.INTER_CUBIC)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "func readResized(_ fn:String)->Mat {\n",
    "    return resize(readImage(fn), nil, Size(224, 224), 0, 0, InterpolationFlag.INTER_CUBIC)\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "var imgs = ns[0..<10].map(readResized)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "average: 3.9041422 ms,   min: 3.708008 ms,   max: 4.496613 ms\r\n"
     ]
    }
   ],
   "source": [
    "time(repeating:10) {_ = readResized(imgpath)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "public protocol Countable {\n",
    "    var count:Int {get}\n",
    "}\n",
    "extension Mat  :Countable {}\n",
    "extension Array:Countable {}\n",
    "\n",
    "public extension Sequence where Element:Countable {\n",
    "    var totalCount:Int { return map{ $0.count }.reduce(0, +) }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "func collateMats(_ imgs:[Mat])->Tensor<Float> {\n",
    "    let c = imgs.totalCount\n",
    "    let ptr = UnsafeMutableRawPointer.allocate(byteCount: c, alignment: 1)\n",
    "    defer {ptr.deallocate()}\n",
    "    var p = ptr\n",
    "    for img in imgs {\n",
    "        p.copyMemory(from: img.dataPtr, byteCount: img.count)\n",
    "        p += img.count\n",
    "    }\n",
    "    let r = UnsafeBufferPointer(start: ptr.bindMemory(to: UInt8.self, capacity: c), count: c)\n",
    "    cvImg = imgs[0]\n",
    "    let shape = TensorShape([imgs.count, cvImg.rows, cvImg.cols, cvImg.channels])\n",
    "    let res = Tensor(shape: shape, scalars: r)\n",
    "    return Tensor<Float>(res)/255.0\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "var t = collateMats(imgs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "▿ [10, 224, 224, 3]\n",
       "  ▿ dimensions : 4 elements\n",
       "    - 0 : 10\n",
       "    - 1 : 224\n",
       "    - 2 : 224\n",
       "    - 3 : 3\n"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_img(t[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "average: 1.9515162 ms,   min: 1.213406 ms,   max: 2.94692 ms\r\n"
     ]
    }
   ],
   "source": [
    "time(repeating:10) {_ = collateMats(imgs)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "average: 1095.155756 ms,   min: 1095.155756 ms,   max: 1095.155756 ms\r\n"
     ]
    }
   ],
   "source": [
    "time { _ = ns.map(readResized) }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### OpenCV Transformations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Resize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_img(\n",
    "    resize(cvImg, nil, Size(100, 50), 0, 0, InterpolationFlag.INTER_AREA)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Zoom / Crop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "let zoomMat = getRotationMatrix2D(Size(cvImg.cols, cvImg.rows / 2), 0, 1)\n",
    "show_img(\n",
    "    warpAffine(cvImg, nil, zoomMat, Size(600, 600))\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Rotate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "let rotMat = getRotationMatrix2D(Size(cvImg.cols / 2, cvImg.rows / 2), 20, 1)\n",
    "show_img(\n",
    "    warpAffine(cvImg, nil, rotMat, Size(cvImg.cols, cvImg.rows))\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Pad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_img(\n",
    "    copyMakeBorder(cvImg, nil, 40, 40, 40, 40, BorderType.BORDER_CONSTANT, RGBA(0, 127, 0, 0))\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Blur"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_img(\n",
    "    GaussianBlur(cvImg, nil, Size(25, 25))\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Flip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SdEDWSj1W+6uPxUyl059nht9YSUe9pF1dMqRko4Ya6O3oEp1ZgHOv51F1Afb3GcHdQ4cOAQBmZmaws7OD69evY3t7G+VyGQAEaG61WrLG2GY4HEalUsH29jaAritHPB7H3t4eyuWyPDMajaLVamF5eVkcSUdGRpDL5ZDP5zEwMCCqFn14uA+5nxmQ6nQ6RZ2vVCq/fXS6ukBVpqO/AH0x645G6kIm5qD6EwD76gjbcLlcBuamp8XQsRV+ZrUArER3MzJjMFabQf0OsO+lbLPt+0GQ6UQiEbRaLWG6zWYTgUAApVLpHiajpz0gCK0/T99Q/F+NWo7H4wCMTprqPKnvy0zdUu9V58DMt0b/zOw9mc2fer3XIWI2VrPvm/n56H1THQStgHUrpq5f497QLWdmfdFj1FTGRxUb6EbAOxwOXLhwAeFwWA6Qy5cviwpF/yBgXwXz+XxymNntdqytraHT6WBwcFAY1fb2Nvx+P/x+v6zTzc1NFItFJBIJbG5uSiS+zWYTD2ibzSYMkGEa2WxW1nS1WjX1xlfpfVm11P+tJB7AGBympnlQNyAnulKpGKQpevnu7e3JNQ5Uzf+h90UHJXWcQ/1MJysLhz52Lk5dv7c6WcvlssE7G4CES9jtdmSzWbmfenR/fz/S6bQwhkajAb/fLyZ4dU71xFL6nKjvpd1uo1Ao3BPQyP7p2FsoFEIulzOAmDzl1PfMsauYnI6XmM3N/Rg+qRfT0Mdsdl8vyVTHn6z63Gq1TOOVzL6nGxfUe9R4N3V86sHM+3TpkO+50+kgl8vJe3z66afhcDhw69YtvP322wCAUCgk0i3N3kB3LUWjUbTbbdRqNYPl1O/3Y29vT0zy5XJZ0nComCP3Z7FYNAgHyWQSlUoFsVhM3pkKNFvR/1N0Oheq2Ybl5OgWL4pheixIX18fisWiTILX6zUsaACGCVCje1VLku6bYXYqmv2tLmx186jXVTGYfjjqdfUz9XuU1Cg68xkU3SORiIyl3W5LjJQqTdKDlDFV6hi4MPVwBX2cNAUXi0VZsOwzn8OxdDpdN/lSqWSIHyOY2G7vJ2hTGZ8O9Ktz0mveVeDXihHopPdZZ06q9GAm+erSBa9xPswAcSumoben9lFXRfUDWm2fpEubOmDPuVZVwUqlgpmZGZw/fx4A8Oqrr+L27dsIBAKGcCRaSOkdPzAwAKB7sCeTSTlwAOBDH/oQ5ufn0Wq1sLm5KX3f3t6GzdbNoaUGq7ZaLdm7pGg0ikgkYvoOSe+L8eibUp9IKwmDKpXdbjecAg6HA+Vy2aDjAsbMfAAkaE73g+CL0U+2XlKN1ee8R1dPABikNIrdgPFEUy02tBgUCgW0Wi14PB4RSbmZ6fhFxkNpkLE1ZFSqyKz3nwzFTPJS76MJNpFIGOaY7u+qdYLMRd20nBuabqm3m1mxOC+cE31z62SmZpjdq578KmMzu7eX2mf2P8eivnud8XDTWkmXvNdMwlMPCX3tWeFTehvq3ww+5t+MuSMuePbsWTz11FPIZDL4/ve/j7W1NQDA4cOHUa/XhXmo8+h0OuFyuUTi+Zd/+ReMj49jYGBAEpkB3TAP7s96vS5rfXBwEIlEAuFwWPqWz+exvLyMXnRg1TqgAzqgD5zumxZDFct1CUfnyr1OHFVaYZtUJwAj+Mx26Q/AtnXrju47pIqrZmJwLzFeDZLj91Tph4mazPxZKIGoJz/TElCy4elSr9cRDofllOrv70exWBTnQVoLKGEVCgVRtXgKq+I3+8yTWT1Fm80mUqkUDh8+LCcX9W96jaunHzE1XX3iSav6hai5s1VS1Sd9nther3utTv5eYHOv96p/xwwkVteYrq5ZYTzv53lUwXW8Q5UK1WtmmJE6b/RzA/Zz3uiJ2HZ3d9HpdPD5z39e1lI6ncZ//dd/oV6v48iRI/LMpaUlwfyKxSIAYGpqCvl8XqyYlMBVn7Tjx48LkDw6OorZ2Vmk02nZ49wrvagn47F6SWZ4iM6cOp3OPUmuAUjENdF0dSOTuagAtbog1EmgGU/XqfX+6J9bqSdq2ohms2mwqNlsNklgrQJu7BddztXkTZlMBpFIxOC5bLPZUCqVZG4ASJzM8PCwYYHSIUvNi8Kx6PiOnl+XfzN+plqt3uOmoL9DqoE2m82QT4Wbz+l0GlwB1JgzHaswU32tmIPZBjTDZ8zUJJJ+COqHmN6OuibUd6EfNpwXM7XKSoXTGasZcza7V73HDFhXXQzU9tU8UerzOp2OwfL0l3/5l8jn87hy5Qpu374NoKsm+Xw+lMtlcSBMJBI4d+4c5ufnBQIAumssHo9jY2MDiURCMJ7XX38dbrdb1HqredSpJ+PhZjHLk6MCySoH5wMpHbRarXsYjNfrNcQxAcYk2zqWxGvq/erz1Reh/u51nf1lu9xEgUBAJA2aEoGu3prP5zE1NYWtrS0A3RfHuXA6ncLlS6WSpCBYXV0FAAwNDQm47PP5DDEwav4UlWlEIhHs7OzcA8hyo6jAtQpyq/Fh09PTKBQK9+RHofVQlTgJZEciEXF1aDQaCAaDBksG0yCYbWIzkFvdDFYHgk5mm9UKB9I3eC8mZ3aNY1E3Mde0mk7UrF/q86wY0vuR/tS+cEzq2MyEAMAaKwOMIRqZTAbNZhMPPPAAPvWpTwEAdnd38eKLL6JareKTn/wkgK7H9ObmJgYHB9FsNkViTyQSKJfLeOihhwxBon6/Hy6XS6zUQNe6pluhderJeJLJJPr6+gzZ8SltqL4GvE5JgRPCjV2v12Vjx2IxtNttcek24/4k1bzI/wFjlLaV6K1eMxN31TgxVY1gzhG32y2T7nQ6MTAwIFUBeC8DOG02myG3EJM/5XI5QfedTqeESTDfCQBRySg1EbRrt9vSjhoESGbBVKoco2p94TzcvXtXDg41IrndbgvzV4HLUChkiDrmXDMCmX1rNBoi9qvv3Oo9qtYanTlYHRLqPfp1s3utPtPVFjNmp0qxJJ0ZmUlluiRq1R8zRqMHHutrVF/XOnPV94LZuHVnThoTWI+t0+ng05/+NPx+v0g8drsdw8PDsNvtuHbtmqxZ5ufJ5/OIRqOyfm22brT74cOHceLECQDdMI/fKhEYYEyByEGS6egTqiaebjQasjFCoZDBk7FUKsHv90twG9vmwtQXmy7eMmrbbFGaLWSrE0lVHdVE3KrKxN/z8/NIJBLw+Xwy7mAwKIzKZrPJeLhBg8GgbHimsBweHsb29raYNJPJJPx+P0KhkET/cj5oClcZvFWUtHoyUgyenJwUT3FVovT5fGg0GhIQyPccDAZhs+17THM+/H4/qtWqYf7pC6T3w+12y7vpJdHon5sxLP299trcujqlXut1OKk4iXofGbmeFqMXI+yF2+if6VqELrHp41bbVNswU211pq6ufbN5yufz4m7x7LPP4vvf/z7eeustHD58WNxdiPe43W585jOfwfDwMICutYvrTfVyplZgRQdWrQM6oAP6wKmnxNPf339Pno1wOCyqge7lqyLfKjirhkYwQjaXy2FwcPCek07HeFQurbuim3F6/QS2whXUz1UX71wuB5/Ph0AgYHBu3NnZwejoqESTA10vT45Tza/sdrtRq9UM/g52ux3xeByNRgMjIyOG9BcOhwOrq6uIxWIiaTBBE7Cfg0X1wVF9fuhVzJONPhRjY2PiP8R2aVnjXKnRytTd6eHK/lEqUP2UqtWq4FQq1kcgW1VlzfAZ9RTupVLpp7/ZPTqp60ZdT2ahNEw5wf7ojo+UeMwKF5pJZHo/9D7oY9Lb7NWuKsWo82YlZelqGe/VJSM1L1Y+n4fL5cLW1haSyaQBghgaGsLu7i4uXbpkiBkjj2AbrVZL8k5bUU/Gs7Ozg+npaczNzQHoms5UsZQDY24XNaBOBebU5OYs5aJiCPoEk3Q9mKQ++366v76g1E1Ci43D4ZDkXExbkUwmhWFOT0/j2LFj2N7ehsfjEfVkaGhIMA7VrMlESGqpEwBYX1/HyZMnDWA2rQHj4+PI5/MitkajUWSzWTgcDgn2I1bCtlVxnQeB1+uVNAm1Wk3UIc53pVJBKBQSRsUFxDQe9FwmU+HCogrGPjNIkTXHSdzE3NB851bqAMnKMmYFxPai9/MM1ZrH9auCy6qqpast+nOs+qx6Z6ttWMWHqf+bgdS6ysd5Vg9mM4Bdd48wgyP4PZ/Ph2effRaXLl3C+vo6vv71rwPYj9vk+1bXOpmgug64Bq2oJ+Pxer3IZDIYGhqSh+/u7qK/vx+NRsMgEbC2s1q+hae6amqLRCIoFosYGRkxZKOnvqoOQGc6uumdJ7FKehwTJ0lNds7nqVIOmUwgEEC9Xker1RKrVqPRQCaTEYCOlRlYaI1Mly+jXq9LLSSi+4uLi0gkEpIWkt7ElJQYAa4mzOacqHFWXDh+v98QLa6eWMSPKpUKisWiQTpiMnE+j8S0ln6/35CQjHgPmRUACfANBALodPYTolcqFbEKulwukZrMwFszvIPvS/Wifr84EedB/a2H4KikXlfXp36PfviZMQduXB2LJOnWLd0wo49PXddqkKrZwaw+z8y9Re+zlbSo7hdaXtVEdvTlMnOlYd90ZtmLejKewcFBYS4ARHWw2+1wuVzidETzcL1elxPe5/OhWCwiGo0aNiA3xt27dwHsFxUjCKqS2YnA71BF0RF9vRSMKurqp3A+n0e1WjVICaurqzhy5AhCoZBINuFwGNFoFNVq1bDhmbxMX+DNZhPpdBr9/f3CSA4fPixirMvlkohiJgUbHh4WNQ+AwdJF0FpVp/STjifS+vq6SE0MPmXkO8lut8Pn8xlqcXOOaC2jJETGol7b3t7G6OioAM6q2dZm61r46NKvvgsrFUOVSHUfnvupVeo9ujrX6151LhjDZCYpU1ozkxLup+KYrV1et5Lk+VtnJrrrgtW4e6l8VgxRvwbcy9RIDoexqKf6ucqkVL5hRgfg8gEd0AF94HRfPx6fzye6fSKRENf8YrGIwcFBAMZwCOZ9oecuuSqD0AYHB1EqlRAKhQzqju4pDNxb61qXbiiSqiLswsICpqenheNGo1EDZ1dPX7vdjtHRUezs7IiUcOzYMaTTaYTDYclNC+yrcKp/AiUUArLsN50Jt7a2RIIhAEeJSc3iPzExgeXlZUSjUblerVbhdrsNznwUd3mycW5o0m82m5iYmDColVSpKK1QGtHrJpXLZSkSpyZyCgQCghGpQHmtVhOsR61QwEwCNLnzfh0ItTpp1fer/raSYszUECsx30x6ovpsBjwDxlriVm31kmB6mcnN2mH/zda63vb7lWLup66aEdtW+6m2rarHrVbLkL3gtwaX+QBuyu3tbcRiMYRCIfj9fmk8Go2iVCpJ0XoAsmlrtRr8fr8MgD48ZCq8XxWxzV6GmYjMBcdJ2N7exsjIiCHZdKPREOZgt9tx69YtAF0GGIlEsL29jYWFBUl2zaTYfr/f4F08Pz+PQ4cOCdjKtpkjhcm82Eaj0UAsFjP4B1GdUvvMxPDj4+MG3yeGJDCKX50DM3CfALNaB5uqghrVzDbo5s7n3blzR+pxqyrpwMAAMpmMWMM4Pi5MNXQiGAyKOmmmtqikLmzd6kW1wsqhTiV1s1qpNmakfs5wGMB4uFHNtMKK9LVpxQx06sWIdQxFZ0Zme0Mdk9WzrZiuPv/qdf2afuCpbdPvDOiu9ZGRkZ5zcN8MhGqgGJkI0H1BdCJiuQuPxyOAYrFYRKPRkHglthEKhQS8jMfjMlF0VOwFhKmbVX3JvN/n8yGVSiEcDiOdTgPYT++Yy+VQKpVw9uxZAF0shyDw6dOnDeU9zp8/j1QqJcxzcXERdrsdOzs7aDabkpayVCohkUhIaAj7yzw64XBY2u3v78f6+joSiQTS6bQA9jRdRiIR7O3tGXLvRKNRg0nTZru3thj7zPei4yWq1Q2AMAuClpQMmRmREi29pZPJpASWknkR6+KzuRAZ0EpXe2I8KphqZnUxw+rM3r/ZNc6DmcRyPymF19RMm/oJb5ZJT2UcZqTiJFbe0vraVb9nZtECcI8hxWzMZiC4FbPSMSl+rh9sfHYv5171fv3QMKOejIdu/yoA6XK5pPCcquK4XC6srKxgZmYGAIS5dDpdszoXMq81GoKHcAQAACAASURBVA2DL4jL5bKsjU7SrV3654xvikajslnps0KV4+bNmwC6ElkymcTk5CRSqZSMMRAI4M033zTkF+GzablS3cW3t7cxPDwsxdjYv0AggNnZWbGAqZ6+aigFgXkybC70RqOBnZ0d9PX14Rvf+IaMLxAIoFKpwG63GxKTqWWRuQAYJawyJjJJWp04bsaXFQoFhEIh6Y9aUledI8bmeL1emQ+GkLA2lFoWR1/I6oLVRXr9M3Ut6BvHbFNaneRWRA9uNaCZ8W+UeHTrq5lKo5POyKzUJbNx6WMxa6MXQK3/3eua+ny1P1Y+UDoDUoO5AdwD1JtRT8aTyWQwPDwsm3VkZAR3795FIpEwxB4xw93Y2Jj4/DCAkpkDuYnD4TCy2SwAGMzvamiGOhnqAuLioljXbrfRarVEqgiHw5KDVq1bRT+Uer0ujI5VFZnKkRvz5s2bGB4ehtfrlSjeaDSKTqeDw4cPY3t7W8zsLDfSbDYRDocNm9hut+PIkSPSN+bA9fl86O/vN7ir9/X1Sf/IvILBoOBrvFcNFVEXIdUjOgBy7GT60WhU1EPe73A4UKvVxJqXyWQkZQej64Eu4+Hhw/lnTBnDQNi/UCgkrgE8aADzxW6F6VAN1dVudWOYbS6rE16/rt9DBq4zRqo2LHqopzNV2zJzWuX1+zFPs37q83Q/65j+XLO2/l8sfTabTeIorSQk/f2p9zkcDoP/mhkdWLUO6IAO6AOnnhJPOp2Gx+MRLGdqagrz8/NwOBzI5/NyigaDQezt7WFtbU1ApVqtJmrE3bt3DRIIVQa1VKsZ6aCdKu4S59nY2DCArAxIVa049XodsVjMUJYjFApha2sLxWJRPHyBrlWrVqvhxo0bkjSJFjo+Y35+HgDEc3dgYAD1el0kwGg0irW1NRw5ckRUp+3tbSQSCdTrdYMD4fb2tuA9wP7JUa/XUS6XEQwGcfr0aQBdXEq3ngH7xdb4viitMERDrejh8/nQ6XTEIkeMx263i9qoSke5XA7BYBCDg4PSLqtk0ElS9+Oh1MbrdDZU+87TVLdKmeEO6nWze83ICujldVUtpsRTq9UMmCPVVD31hA4EWwHEvfpmdd0M5zTDTKykQSup536qjy5JqXtFJ1XiYX/Vd7u3t4fx8fGez+vJeOr1OpaXlwW3odMbPVy5mJl35tixY9jc3ATQXYShUAi7u7uGTsXjcZTLZezu7gqjYGf1ydV1dD0jP8V8mvCpgqlgNr2LqRZQBCRYysXGTbK5uYl4PI5Tp04JY+zv78fm5iYSiQRu3LiBP/zDPwQAvPjiixgbG5M2+DLYr2QyKcyB5vWxsTHYbPt5cFgeRMdtGo2G1EI6efIkAOA///M/DSK/XucqFAoZsiRGIhFhLFSpaAjw+/1Ip9My//l8HseOHZMNyPgwYkcq/sEyPczJq6s2HB/7QXBaxzz0GCL1vfO6fs1MtbhfG71UPb43lvJVKZvNSsS+GfCrkhUuadVvHVxWGYwZU7FiZuq60/eLWV+s1DAVF3Q6nUgkEmIR5fNVy5Y+dtU1BoAB3zOj+waJulwuWbRMYs60DrT6JJNJ5HI5nDp1SjbalStXMDExgUwmg8OHD4vbfzKZhMvlQn9/P6LR6D2VI1TS/RlUvxXGOw0ODsr1YrGIYrGIWCwmbUWjUYTDYRSLRbjdbtmI+Xxe0o66XC6xgjFdx97enow7mUyKz9LFixcFTE2lUuh0OgKkkxEw7IBlRdgPu90u5WgpARK3aTQahsx/4XAYnY4xwRgA2dS6+ZIns5oEnuBgqVSS8Q0ODiIQCEjhOL6vaDQqUmUwGMTS0pKsgWg0akhh0tfXh1qthnw+LxIUiaVy1VNRNeerG43v1wzHUK1VvGa1WfXNYMV0zDZOp9MxVElQpRhm51OtW1ZAr4638JrObNX+qetbl+51smIa9wOT1efp95kB84FAAOvr60ilUkilUoaYPbP5JrNU37fNZrtvWoyejGdzcxOPPvqo1HH2+/3yMsbHx0V68Pv9OHr0KDKZjCzYwcFBrKys4MknnzTkDWbOHqoc3FRmDEg3waoST71eF1MuJS/2q1AoyIm9tbUlSa/y+bwEXFIC8Xg8yGazYman+bpSqUjxtFAohNXVVZRKJYTDYVE9p6encejQIQF8ubnoIBkOh6Xv1WpVAG1VPWk0GuIXpfpMEWxnaAjnw8zfSY2CV8sAMWi0XC6LC0A+n8fu7i6GhobkNAe6Ktj29rYA6DwomIys09mvolEsFiVftiqp0qGQtZrYtlpLW32nZKD6Bux0OvKZarkzO9GtNqoVUzLbdF6v11QFY/VMvf1eDopm6o3eBysJRf2O1f+65GVluTMbt8541d88NMvlMqamplAul5HNZu9J6MV1rkrbbFu9plb9NaOejCeRSBi4XiaTkVN1Z2dHVBwmq3I6nYJXBAIBLC0tiV8NibWb6LxmJZrqk6VPFM3mmUzGUPBudXUVAwMDwgSCwSC2t7clVQUdBSlGX7t2zeAsmM1mEYlEDNU3WUtoZGRErC5AV/qhxU5N78q0rqojYzgcFsylWCwaXszGxoZUGuVJ0W63cfr0adjtdkMaST5fX0CMu1IloWaziXa7jUAgIOOj5a9SqSCdTsvGzmazYrnyeDyiVg8MDMDj8SCVSkmf+/r6BM+imM3n+Xw+MUGrcXPss56lAIAErZLcbrdIkGaew/dTe3r5zuh/22zd2DIzjImbSVW1OB6d4VlJZGo/dUZ0P4dAlayY2v2wG7VvOiNmX9VDhZIs15l6YLDPtCar1+12u0Eyv1+y9wOr1gEd0AF94NRT4qlWqxgaGsJ7770HAJiYmECn0xG1gAmn+vr6UKlU0NfXJ+Dy6uqqYDjr6+uinlQqFYTDYbG28CSu1WoGrgxYO4vxf3oH8+RMJpMiojNyfmhoCNlsFltbW3A4HHLCdzrdUiCtVgsTExMiVczMzMDv9+PKlSuiftF7e29vD7u7u2L1OXbsmKgFuVxO8Jx4PC79pejeaDRQKpUQj8elnA0AKQsbiUQMYzl06BCKxSJCoZDMP/EbMwCy0+mIFULNhcIwDNWqSJVoZGREvsMwh0KhgGKxiMOHDwPoit7ValVAcaCby5n5gkZGRmSu6S9Uq9UklavaNsfLsXBu/H6/WMwY9sFYNbXskO44qmMsVhJBL0mCJ7UuQVCCJ3ajPvN+VitdIrNSn6x8dMzwo17Yj9k1K/VSlxz5fe7bwcFBAZV1r201JlGFPbjOdfWrF903VmtlZUU2a7lcRiaTwYkTJ5BIJMTEnEwm0Ww2cfv2bRGlh4eHJUF6MBgUHMZmsyGdTqNUKiESiciGp3rSS09WcZF2u41KpWKo5DA2NoZgMIj5+XnxGG6326LiqOAyTczPPPMMdnZ2DMzu7t27KJfLBgfJSCSC559/HufOnbsHvefmZRvlchnRaBTr6+vSj1qtho2NDQSDQdy+fRvnzp0D0H35J06cwNLSErLZrOTS2draQqlUQi6XEyZAaxlFW86NmhWROZOArppUq9UMIQ509mSqEnooh0Ih2Gzd8jsbGxviFsFYNBWzocWDYRZ851TX9MT//J4e80SHyWq1arCQMnWIyrgdDocEsprlazLbmGbGCv1Q01UtksoorTar/pz74TNmpDOF+6mI6jPNVDkrK5gZOE1LpdPplH2oqrzqGlPbV4FkPZcSf/9WjGd9fR0jIyOyAfv6+gQHSCQSsonT6bTo/SybOjExgUgkAr/fL8GbQBfcTCaTOHnypCwyTgx/dDdtM069vr6Ovr4+ZDIZQ06fYrGI8+fPG5JUA93N8s4770iG/WeffRa//vWv8e6772Jvb08kgunpaWxubiKbzYq/jsfjwcTEBILBIGq1mrTx6KOPIpfLSciDGvCay+Wwu7srL2ZsbAyJRELAcPWkiUajAgRTSgiFQshkMpILB9gPztQ9YlnGli4OnA9KfyoYSGmQSbtU3yMAWFtbw6lTp0QCWVxcRCwWE9CYc2qz2QScZj/y+TwikYiheCHnT32fJK/XK35Uap4kemyrVS8o0VlZgqwkhPttZpvNZqjAoWMu7zcGTH3m/QBmq3Vt9X0deFf7B+Ae6YP91o00qqSi9mN3d1cs1MTn9EgCVfJjELTajko8THpRT8ZDEZ0NM7I6k8lgZ2dHNuDOzg42NzeRz+fx1FNPAeieznQ2dDqdop74fD4MDw9LHSl9cASBOVEEIdUXxFQNmUwG7XZbJC9afebm5kQCcDgcGBwcRKFQMKSY+Na3voWZmRkEAgHUajWx+tjtdszMzCCXy2F6ehpAd4Ok02kMDg4aVA417YW+KDweD86ePSvPy+VyWF5eRigUwvnz50VN/chHPoK1tTWMj49LUjKg67rAFB0EudXTmhYXYB+oJSBIi16hUJDSPWrxPS7mQCAg0hEB3mg0KhklgW7VyHQ6jWAwKCoVY/h48vHdDg4OSr17As3qezHbRMx0R8bI79INQJWaKO2o82Cm9qgqmXqPmQpA9VsF7VWyUnN0BtXLz0btE/8mAzVLgKZLcqpV04x56QG2OiNQjRHq/TzQVOMP/cD4HTN1VhcOdOmn0+nImrWiA3D5gA7ogD5w6inxnD17FqVSSTCUeDyOXC6H8fFxvP3226LODA8Pw+l0IhQKYXFxUe6dnp7G/Pw84vG4iOmNRgOFQgHj4+NotVoirRD8VcvxUrzmKUfOyuDM/v5+bGxsGJJt+Xw+Q032aDSK+fl5pNNpOBwOPPzwwwC6KtW1a9fQarVw4sQJvPLKKwCAp556CqlUCu12W/INESz1eDz40Y9+hE984hMA9lN8sH80hR85ckScAekDNTw8LNjF1atX8ZWvfAUA8POf/1yS6A8ODoqj3/DwMJaXlyV1B7APLtvtdql3Beyfih6PR1Q/Xg8GgwZ1lKWK2T/OHdtaXV01VJ6gd7kKEGezWUmDouJHapE/9R2oZnRdPep0OhIZD+z7CDWbTVSrVXHcpN+WGoyrSzX3MzdbqTes4GqG8+h5o8zSPVipc/yf7ehSEt8pSfUOVqU6s3HpKTJ4rypBWUlp/F2v15HNZjE8PCzvSk/ephJxPlW6UyU1FePhvrai+zoQVqtVATwTiQRisRguXLiAa9eu4dixYwD28yuXSiX09/cD6DKYxcVFsYSp+W7sdrv4vxBjUH0DVL8Qm812T6Y7t9uNVColG5aL1m63Y35+HmfPnhUm0Gq1JOYpnU7j1VdfBdDdaDMzM9jZ2cHU1JQ4Pi4tLaFYLOL48eOCc9y+fRszMzM4d+4cfD4fHnjgge7k/a9XMZ3vOBZg3zNadcNfX1+XAmjs3xNPPIGXX34Zfr8f+Xze4OfCVBvUp+lpTJWUL3pnZwf/9m//hsceewzT09Myf8SOwuGwLLalpSVMTU2J3xEZDxdQLpdDf3+/oWqozWYz5FDudDpSiaNYLIrF0maziecysQASF7FV8nCVMTHxPBPjc+yMw2Nb6nu3sqRYYS4kWrX4fd1plX9zQ6rYkTq2XhH1+hyY4TRkFDpz1BkW/+b9etllVd0xI/UeZiJQ1VdVxVL90JxOJ5xOp5TU1tVXHYP9rTyXK5UKYrGY6PDr6+sSLKjiJZcvX8bJkydRq9VkAx8+fBiDg4OSCpPpMiYnJzE6Oir1oehwyGBPMiVOsmrC46Iol8u4cOECNjY2cPh/PW15fWRkBHNzc8IcNjc3MTo6ihs3buD8+fOykCORCBYWFjA4OIh8Pm+w4rjdbgnqBLpMyu124/r16xgaGhKpZGxsDPV6HRsbGygUCsIYl5eXkUgkUKlUJAWIx+ORuKjx8XGZp1qthkuXLgHoSn3Uu0ulEo4fP4719XVhaJR4VDCR7+mhhx6S/9XkXk6n04AdHT9+XCSKra0tkVaYzJ0ANg+BeDyOhYUFYS5A15HUbrfL/HBOecBQglBL+KgbhaRW1iCux3ZYK4wnZ7VaRaVSMVQ+4L298BczSUOXUNTka3pb7Id6IJhZjNTTXg0dUDER3RpnxgR1hqEyZD3IVu+vDmSbMS+bzSb7a3FxEVNTU6bMjf1Wq12oBgYd46H7AbCfe6oX9WQ8uVwOfr9fEO9sNotqtYobN24gn8/jQx/6EICu2XZraws7Ozt48sknpaMM5IxEIhJhTc9nvSidPkFmpIKpNpsN4+Pj2NnZESmrVCpJbBglm6NHj0qk+cbGhvjmlEolBINBuFwu3Lp1y5DDZnR0FGtra2LpuXTpElKplEgklBLS6bTEeu3t7YlXdCqVQrVaxebmpkE0Pnr0qJiJ2cba2pqUznE4HAYv5VQqhWKxKJG+PJna7bZB9WFt+kOHDknBQL4/ShVkDgTTWcKHAPrW1hai0SjGxsbQbrdl7G63WyRIMtFz584hm82i0+lgZGRE4rh8Ph9CoRDS6bShDRVMVTdMs9kUNwq1LJLP54PD4UA0GhWGxPSkOtNQJQCzdaQnCCOpqhOlRzPw1uPx4Otf/zo+9rGPAYBknKSBQ3+e/jf7pqooqnTFe81K+vBes/GSzKQvnbGpc8NUwEDXGKAC2nqfzTzA9evqs8jQOp2OQfo3o56M58EHH8TKygoO/68fSSQSweXLl6XiJc3NdJhzOByinrTbbQwMDOD69et49NFHZQEMDQ2JyVf1W6FYp78gMwuG3d6Njt/c3MTExIQBV5qbm8PGxoaUzzl+/DiOHTuGeDwOp9OJn/zkJwC6KT4eeOAB/PSnP0U6nZYUGAz1oPoIQKQzZk0k7hAIBBCJRDA7OwubzSZWPo/Hg62tLcm7DHSZSCAQENxLLdzn8Xhw5coVjIyMiGTB3NRM6UEiXqIuNkpHlUpF1D4AIh2oc8fwFmI8alJ3Hgg/+clP8Od//ucAusxrb28P8XhcJL1MJgO3243d3V0MDw/LQma2x0QiYTgtc7kc6vW6jBXYLzZYKBQQDAaFqfX39wtOxIRjQFea9fv9hqTzLImkntBcH4B1yAKw78jI4oVmUgnXYiaTwcWLFwF0pQQ1gR3vbTQa8Pv9SKVS0r9qtYpYLHYPfsKxqKomcTHd2qWSmaSlXlPHqefebrfbkpGS88DUNWob6pzpklIvVwYrvzIrOrBqHdABHdAHTj0lHiYrp/Tg9/tx6tQpfPjDH8bq6qro3zdv3sTRo0clvw3Qtew4nU48+eSTaLVaAjYtLy/jwQcfFICUKgBd5HUdmZ6jqniXy+VQLpfhdruxvLwsPjHnzp3D4OAgvF4vPvKRjwDoYkeRSAQ3b97EqVOnRG2pVCrY3NzE7/7u7+JnP/uZSDeJRAJTU1MCnALA3Nwc+vv70el0cObMGYladzqdOHbsGPx+P5LJpEgx/IwqFACcOXMGa2trkliL2FalUkG73U2cf/r0aZEYmZJ1ampK8DEABlCZJ9rIyAj+6Z/+CR/72Mfg9XpF3WXFB/X0yefzgiMxvSqw78ldr9dx+PBhgzd4LpfDW2+9hQsXLgDYVxWY1F1NB8IkYcwzBEAi9ev1uuBPmUwGAwMD9xQWtNlsYvns7+8XFTifz0v5HpKa3YAVTNX+WVmx9FCBu3fvmp7wxKwmJyfx5ptvAgBOnjwpqr76PHqZ53I5kVCpvrZaLXg8HpHMBwcHBUDXiaWK1H5YwQ+9sC21dj2NEvSDUlOA6NKhPkdqvm01YFaXhFQPb5vN9tuVML569SrC4bBs1lu3bkn2vEKhIIvT4XBgcXERnU4Hn/nMZwBAkmCtra0hEAhIR9SKCWqmu7GxMTE9k1h1weFwGCqNsqxuOp2W3DJAlyHNzMxgc3NT2urr68PY2BgGBwdx5coVAXhXVlZw/PhxtFotQ3neubk5cWykY1W9XkehUBDL24kTJwDs41h7e3sG0JnqTF9fn6gQmUwGfr8fkUgEqVRKwOXh4WHYbN3o8kwmI5bCW7duSRQ5MbZOpyNJ1FWxd319Hc899xx+9rOf4ctf/rIsOOZOstn2q0Ywkp7xdqpVsV6v48yZM9jd3RUVmDmsH3roIUMOoXq9LonGqHo2Gg3s7e1JLiHdOc7pdIprAHGnTqebBI3PY2bEvr4+Q0qQer2OeDyOarUqao6a94dOh1xbVkxnb29PLG+co83NzXvwFRWHKZVKePvttwF0D1SbzWbwVHc4HCgWi+JmwFzdXMOpVEqyTwLdUkJTU1Po6+sTfCwajRrGYOWtrI7FjMgQVRCcGQNU9Zdj183jKjbWarVk37bbbQSDQaRSqXssWHy3ahUYwg5W1JPxDAwMoFKpYHZ2FkBXGjhz5gwCgQCuXbsmp3YkEsGPf/xj/NVf/ZU80OFwIJvN4ty5c/jNb34jnoz5fB7T09Not9sGl/h6vS6BkWr5XE68mkKDi+Xo0aOS4wbonno3b96E1+sVppHNZrGysoJGo4F6vY7HHnsMQNeMvbi4iIGBAUQiEbzwwgsAgA996EMiKXAsTBSVzWZRr9eFafBlejweyUEDdDM18lRT8/+EQiEsLS2hVqvJRstmszhy5AhmZmbgdDrx7rvvAuierK+88grC4TDOnDkj86FaSdQASp/Ph3/8x3/E3/7t3+JrX/uatE2wmAy/WCzC6/WKZzAZz6lTp4SZu1wuYRC5XE42vG79aTQa6O/vlw1Iq5Pu3drpdATDoIRLyZbvVa1JViwWJfsiT1x6N6uYRDabxeDgoOBglLbVE10FtNWCiHxX/f39gnfxICHRVL2wsCBr7Pd///dFmiXD5TrhHHOt22w27OzsYHh4GKlUSvpVKpWkNLV6mDKVrI5zmlm71PegfsZ4PjIbtqEyY5IO9uvtqmtMbYdzS6IEpBap7GUkAu7DeCYnJ+Hz+USleuONN7C1tYXJyUkcPXpUxNzd3d17zLasHX7nzh04nU45tTmJe3t7uHPnjphk1TSklGDUgvXA/oJqNBqYmpoSEZ7iezKZxNLSEo4fPy6bhKCfy+XC+fPn8eKLLwLoRqEvLy9jdHQU/f39AqAPDg5K7AqlFdZ/7+/vN9TsCgQCqFariEQiePPNN2UhZjIZFItFjI6OysZh5VUGzjJI9ObNm1hZWcErr7yCL3zhC9L2L3/5S0xOTmJ2dhaXL18G0D3h1ez/fPmtVgtra2v40Y9+ZCg4mM1mcebMGYNkOT4+jmvXrmFzcxOf+cxnhDEWi0VJ+uX3+0WdpMMeLVRA9xRnkK+qcgSDQYP0ofpl0STNdmZnZ3Ho0CHk83mDtOj3+3H37l1Jzcr11Gw2MT4+jk6nI/fS0hUMBg1OiARnuV5UIJig687ODoAu03jooYfw/PPPG1wVVP+VSqUibfh8Puzs7GB9fV3gg0AggFAohHw+D6/XK2Eo2WwWbrcb+Xwe+XxeVPeBgQHEYjFJpwt0mVGpVEIsFjOoSar6ovZLBcMpSdGnjXvmfmEcvF830+tgPdDdt5TO1Mh1VQqme43dbsfU1JTps0k9GQ+jrO/cuQOgq+fRN6dcLktHtre38cgjj2B1dRW//OUvAXRN0OSyo6OjuHbtGoAuDkNdcXBwEMlkUjqrcnl1sqWzSrndvr4+7OzsIJvNSk7i3d1dHDt2DG63W0ryNBoNcRScm5vD448/DgB49dVXUS6XJeqZ3sjpdBqnTp3C7u6u9K1UKslELi4uCkNi2tWtrS3D4nY6nTh69CiSyaSkG5icnBRvXzo1ApC4tZmZGTQaDYlmj8ViWFlZgdPpFGmATpf0Cub8UIrxer14+umnRS3gWMvlsrgcMG3F2bNn4fF48MMf/hAA8OlPf1osRNVqFcePH5fx8tkkVaIE9q01XKyhUMiQLJxqFYN4gX1p2uFwGMrdut1u+P1+ZLNZg79TLBbDe++9J2WCgH2mSKajOiOqTFklxv0RPhgbG5PyR1St2Gf+rK6u4o//+I8BdL3mt7a2DBu+0+lgfn4ex48fN6QKzufzYr1zuVyCAXY6HQm+JeO32WyYnJyUbJ2q5KWb1AGIZdJmsxnaNTPrq2qXeg+dMYnXsX2qaqqrC31zyNDUXOJkdJSSbTabIVWuGR1YtQ7ogA7oA6eeEo+a5gDoWmZu3LiBT3ziE+KABnSBWvom/N7v/R6A7sk6ODiIcDhsAEg9Ho/kLv7FL35hiCFSvT+BeyNt1RCBY8eOoa+vD0NDQ1hYWADQPUUXFxeRyWQk2vz69euIRCKo1+uo1Wr4+c9/DqArgbz33ntyGvEkfueddzA8PAyHwyHqxtGjR8XL1+PxyL0TExPiJNnX1ycJux544AFsbW3hiSeeEImH3rm3bt2SkxHYl2La7bakwQC62EoymcTc3Jx4NtMHQ1dBnU4nbty4gT/6oz9CoVDAqVOnAADf+9738IlPfEL8ZYCu2jg+Po54PI61tTXB6aLRKN555x309/fj7NmzuH79uoydKUipNuZyObRaLfT19UmUO9/P/Pw8Dh8+LHmneX+1WhVVFeiqmKxSqlZ4aLfbyGaziEaj2NzclLmmCsm5BiDYDNcT14fX68Xm5iZisdg9eAmwrx4AXaCX1kczZ7xOp4PPf/7zknWhWCxiY2PDEIbicDgM0f3EzWhBpNWTz6UjablcFhjD4XBgYWEBU1NThrAQNTdRpVIRKSQQCIh/mRpfRWmFjroAZB58Ph9cLpf0jxKuis+4XC74fD6k0+l7HAWpgqmFDdxutzyH74qZC3pRT8azvLyMixcviu78H//xH/jUpz4lFRi44ZvNJi5evAi/3y9isArYqeZSlpvpdDoYHx/H1atXLZ+vWyU4mL29PaysrKBarUqSKqDLkPb29jA2Nib65tTUlDCTeDwuun1/fz8++tGPYnV1FdVqVXCiVCoFt9uNQqEgToV0hiwWi5JZEegyRjrYLS8v44knngCwb/XJZDJyLwH5kydPYmJiQl7S0tISotGo5HmmU+bIyAhisRhOnTol1kMVg1CrojYaDTz88MN47bXXMDY2JuDmyMiIlJUm7tDpdDNIBoNBrK+viwq2HK8tXgAAIABJREFUs7OD0dFRjI6O4vnnn8cXvvAFw7yrDmlMi1GtVg35l3d3d8V7nM5pALCwsCBWNKpVrFCaSCQkCBfoHliTk5NIp9O4du2aqETValXGTzGfliXmBeI6KBQKSKfTAtiS2dF0n8lkBMRPp9MScMtcQMA+vhiLxcSaA3SDaEOhELLZrKFUEt0cWG+M11looK+vTzbr6uoq7Ha7jBXYD7+hawjxwlqtJpkYVWMMze5qFRKGwuTzeWxubsrzfvazn+GBBx7Aa6+9htnZWXHZ+Ju/+Ru8/vrrsoaALsZmt9vx1a9+1YA1qXsxlUoZijOQIXF9HD9+HC+//DJ6UU/G89BDD2FxcRFvvfWWDGxsbEyiw3mKer1e8RUhg6GeXqlU8Jvf/Ebwki9+8YviXp1KpfDxj38cQLccjuqZTFIHzEmgfhsOhw35e1KplGwKHRfJZrNYXFw0bJKxsTE0Gg1EIhFZLCsrK3j88ceRTqelz6Ojo0ilUjhy5IhUrQC6nJ3YytTUlOBYkUgEnU43Wp2hIuw/I9rJHK5evYrz58/jrbfewvr6urS9urqKN954A5OTk/jUpz4FAPj1r38twYiqhSkQCEj9+tXVVTH3Mzi23W6L/wtLJlcqFQNTP3HiBBqNBi5fvoxnnnnGEMzJemTcDMxDRI9j+nmxuGFfXx9u3boli7mvrw8rKysGCZYnMEsEkRE3Gg2JtTt27Jgs5lqtJnF0PCSy2SxOnz6NhYUFRCIRGSOB5Uwmg5GREWmjWq1iYWEB+XxeJMvHHnsMyWQS3/ve9wR/U4llg7jGarUastkshoaGDJY/ulz09fVJpoNjx46hXC6jXC5jfX1d+heLxbC6ugqbzSaHCsMMYrEY0um0vJt4PC4hMrrVrdFo4O7duzIf/JyhPWQOx48fRygUwrlz5/C5z31O+l2r1XD69GmsrKzIu7127RpcLhd+8IMfoFwuG3zGaIkcGhoS66QKxvN9X758WaR0K+rJeGjJ4YYfHx9HpVJBKpXCo48+KgxiZGQEm5ubkgoT6Eo2tEIwVSawX2XC5/MZAEjV70JPbKQDa9VqFSdPnsSNGzckEhqASD87OztipUomkxgaGsLGxgYCgYCAxKVSCQMDA+JgyMyJ58+fx9tvv32PlNZut/H222/jxIkTYs2oVquIRqP4P//n/+Dpp5+Wk3VnZ0csadyUiUQC+Xwei4uLOHPmjGw0+i/dvXsXw8PDhpPC7XbjT//0Tw1pKdXkWjzRmMVvd3cXtVpN3B+eeuopvPrqq0gmkxKKQf+ad999F8PDwzJP2WxWgkRpQuY75zxQbaRq8eabb+Kxxx6Td7uxsSEqrs/nE+ltaGhInNjULIZ0O1hfX5eTf3l5WQDtZrMpksbIyAjsdruk3gC6B+G1a9cQi8VQLBalf4uLi3jkkUfE5K9axuiUSIl4e3sbN27cuCe+iWoW1WBubkrsapIypkZpNBrY3d01xA7u7OxgcnIS9Xpd1tjCwoJEhjNW7s6dO3j44YclbS83NKvUFgoFrKysGPJvu91uRCIR2Yf5fF6YIgtpcj1ubW0hEolgcXFR3lc8HscPf/hDXLp0SdZpf38//H4/lpeXDRkh1FQnbrdb1i+wLxFz7oLBoDAmKzoAlw/ogA7oA6eeEk+hUIDNZjOYhOfm5nDixAnMzc3JyZ9IJJBIJBCPxw1BohT1Ll68iO985zsA9qsW5HI5CSIF9vVTHeDT1Sygy9npR6JW+XQ4HKhUKjh+/LhIBiMjI1heXsbAwIAhhKHRaIg+3el0DFjMnTt3MD09LbhIIBDAf//3f+O5557DnTt3JPqbwOXY2BhWV1clpIDA6pkzZ0RyuHXrFo4cOSJVI9QEXA6HA6dOncI777wjONHrr7+OixcvIplMyqlo5fBFT9yxsTEsLy+LqvXKK6+gVquJaR6AOC56vV5DLmYGZI6MjOC73/0uvvzlL8s8NZtNg/n87t27aDabOHXqFNrtNh588EEAXTV1YWFBPJiZdC2VSkl6FJ6U4XBYzM2nT5/Gr371KwBdkJv5vGmqZf9KpZLBzDs6Oop0Oi14IfG7WCyGd999F4888gjK5bKYt10uFxYXF7G5uSnrtNls4rnnnsMPf/hDU89l9p+SvMvlwujoKLa3t0Wd53uk1Mh1w9LZs7OzCAQCAuQvLS1J3TbORyAQwNzcHNxuNzY2NmQ9fvvb3zb4oqm+SR6PB5ubm4a8RNFoFGtrawiFQqJS0QXjpZdewqVLl2SdMvf51taWSDbxeBzJZFIwStUJsdPpCCCtO2mqaWNZjbYX9WQ8TqcT3/nOdwQQfOyxx/DRj35UwK5///d/BwB89atfhc/nw+XLl8X/g+AXI7XVzRqPx7G4uIhGoyFeuT/+8Y9FDVCRdOqVqgpGBrOzs4ORkRGDA1U2mzVYLZj6olAoIB6PCxNtNBoSkU1/GQBSVfT27dsiot+5cwcXL16UKgcUu0dHR7G+vo5gMIgHH3xQROlAIIDZ2VnY7fs5a3Z3dzE/P49YLCapI4Bulsfvfve7OH36NHZ3d4UZBgIBnD59GnNzc8JYad3Q44ocDgfW1tYwODgo1kUAePfdd3H48GEDLgV0GWOxWMTExIRsEmaXHBsbw6VLl8RytLa2hlqtZijgyCyFpVJJHCH5bguFgoRCcD7oeq9mK1xfX0cgEECxWMQ777wj/eMGK5VKKJfLMn/b29uSFYE+UMlkEqOjo4hEInC73cIIaFygMyrXw7Vr1xAMBjExMSFz+swzz2BtbQ3NZtNQ71s98NQ825VKBYuLi5INEegy8e3tbXGEJIOp1WqC/TGGjWPkRqUfz/j4OPL5vBheuOcGBgbQbncrqhA7BPYdGyORiMEaTGsy1VKgi8k98sgjePTRR3Ht2jVZY06nE5cuXcLzzz8vh0Q2mxULJsNt1Pmw2bpVYsjsqLKqmKH6bCvqyXhoLeGE9fX1YXV1FUeOHMH6+rqcxBMTE5idnZWqCwAk5CAcDiMajRrAKIJQjMPipLHTOqmgMtCVeLa2thCLxZDNZmUS6J28sLAgJ3s8Hkd/fz/m5ubEe5jPuXnzJvr7+9FsNmUBUOI5dOiQOCEeOnQICwsLGBkZgc1mEx1+ZWVFsuK98cYbslmfe+45vPDCC5KXBuguto9//OMolUp47bXX8OEPfxhAFzA+cuSIlIdmP/7u7/4O//AP/4AvfelLcnrQoY2nkHoaMWRgZGTE4LofCASwubkpzoS06jzxxBN48cUXZSxMaHbkyBGMjY2Jt3QsFpPDg46Tn/3sZ5HP5/GrX/0K29vbBoMCN4rb7RYp69lnn8XS0hIqlYowDVYYicfjUkqa/dva2kKz2UQoFBLsgTmSKpWK4FKtVgujo6PY3d3Fa6+9Jif51tYWXnjhBfzZn/0ZJicnZZ6Gh4dRqVRw/vx5kY5+9atfoVKpGOqtqcT1wANyc3MTTqdTKm9wXdKjvL+/34B1rK6uSqUWzpPP54PH48Hw8LBs3JWVFclrpToMejweNBoNRKNRBAIBA5DM9BM0ggSDQUOifq69QqGATCaDSqUiDpNAd3/Pzs7iox/9qOzDSCQiIUA2m00MS1x3oVAIDodDApcZbRCJRMT9xOv1/naMh4uI6gI9chmx+8///M8AgC996UsYHR1FuVyWifF6vRgbG5NThgv5iSeeQDgcxu3btwWsZtt6nWY9MZhq9WLKTZolga6Yvri4KBHqQFfSuHLligDitGqVy2UMDQ0JAEypaXZ2Fg8//DCWl5cFkH3rrbfQ398vteQJeDIpVKPRwMWLF2XiX3rpJUQiESQSCVlYhUIBDocDd+/ehcvlwksvvQQAOH36NK5evSq5bx966CEA3YU4MTGBa9euielXz2NMInDL5FtcRDQV+3w+ASVZoplJ3SiJMmxgdXUVf/EXfyGqz5NPPon33nsPw8PDYrV79913MTIygiNHjuC1114TVeb06dMC3Kp5nufn51Eul8W8DXQtQYFAQCK7OS6fz4dEIoFisQi32y0uDbdv30az2cTHPvYx8WaOx+O4fv261Pum6n/69GnJE8QsBMB+LqilpSW5lkwmpZikSqrXrxolHw6H0dfXh2QyKYcb1dTt7W3U63U53ACItMjAWV7z+Xy4deuWSHQMWaG0RytasVhEq9VCNBpFoVCQfhCWWFxcFC2DUt6hQ4cwPz8v6tqZM2ewvLyMjY0NfO5zn5O9ODU1hWAwaFDLfvOb3+DYsWO4deuWYZ0RaKePES3aLDedyWQMucF/q/I2zL/LBqPRqEw6sI8X1Ot1cWzjCXrz5k2Ew2E88MADSCaTYrVgIOLExAQqlYqIpfT7MXMP1yUe5kRmTA9fRjKZRDweRyqVktCDcDgs5sTvfe97Ej2fSqUkyJF+OnwWY8m40cLhMOz2bhrOjY0N6c+NGzdw7NgxTE5OYmFhwVDDK5lMIhQKycJ67733MDAwgFQqhfHxcVG1stksnnzySaytrWFtbQ2PPPKItE0HO6b4uHHjhiFbniodbm9vS6Q+39fx48dx/fp1HDlyRKQVr9eLaDQqorrq0BePxxEOh2WhA12mUSgUMDIyIu9qZWUFs7OzuHTpEk6ePCnvaXt7GydOnMDly5cRiUSEaTidTsHYuHbcbjd2dnYwNDSEWCwmc1oul1EsFoWBMtLb4/Ggv79fpEwAkt2Sjp3sx/LyMtrtNgqFAra3twVPe+ONNxCNRmGz2UQa++xnP4tEIoF//dd/lYR2JOI8pVJJ+ud2u3H79m14PB5Rh+hf5PF4EIvFZJ3G43FJf+twOGSdMqSEpXz4XmiFi0Qi4ljIKrzLy8sYGhqSfnAcTGfC/vb392N3d1dUN6C75wYGBsQiOzMzA6CL2V65ckXKFwFdt4pUKoWZmRm89tprBo2EieLUcAi6WgwNDQnjV5m9FR1YtQ7ogA7oA6eeEs/ExAQ+/vGP4+///u8B7Bf483g8uHv3rqSDVN2zeQpT0mEiJFXi6evrg91uN3iVklQVQvfh4WmUy+UklSjTa/DZBLlotWAeHIfDgccff1zURloIlpaWEA6HcePGDQDd4NZ2u43DSjIsnnyxWEx8JABIComdnR1JaQB0Rd6jR4/i2rVrItk88MADcLlcOHHiBG7fvm1IGD87O4sbN27g0qVLoq5RfdrZ2TFUeaTvk5oes9PpSJVTpmgF9l32jx49akj1OTIygvn5eXz0ox8VHGtgYADValWsMLRU3bp1S6LvOf+hUAjxeBy3bt3ChQsXRG30er0S+LmzsyOn+fnz53H37l14vV4ZC3P+sHw0JSwWlPN6vdjb2xNJlL5U4+Pj0o/19XUxJqgBlydPnpQ67i6XS6Smvr4+STjHHMr0mlaTW3FOadyoVCqC8aytrUlUPiUNAuesSEtMlCEUMzMzuH37tqikw8PDqNfrKJVKhtQrtCCWy2VZS5FIBJlMRryzqVFQlVUrQXQ6Hezu7sLj8eDtt9/G+fPnZT1OTExgZWUFR48eFdW9XC5LDia2u7S0hIceekiMBFw3xLGYXoZ7Y2JiAqFQCFeuXBEV+MKFC5ZpPEg9GU8gEMC7774rAB9zpMzNzSEUColaQKagmtmIrrN2FkMjGAlMb1OKlGrddHUi1YWgmn6Z0a7VagkjmJycRCQSkZAKoKvf3r59WzalCvDRg7jZbIoHNd3BO52OIQr96NGjKJfLssmBbm0u6u65XE42z+3bt8WZj0Df8PAwvvGNb+Dzn/88BgYGMDo6CqDLHBKJBK5evYpoNCoM6fr16/id3/kdQ45nzrHuXavG9vj9fmHme3t7mJ6eRq1WEzCQlhS/34/FxUVZ+AS36URIHZ8YGmt28V6gy4C8Xq/8zw3i8Xiwt7cnIvnLL78s+Ioax3TixAkpb02GG41G5WAZGRkxZMDz+XwGz+x8Po/x8XGJzicxayPN0MTqmPuIVWH5vrk29fXGdTk6OipgtM/nk4RfZIqsomG32yU1BtDdP5lMBplMRlRuoKuSqqoZAIkEsNls4oXOftDZFoCsD7pyqPmJ6MTIeDZ+p91ui9n92rVrMvZSqYTp6Wl4vV6Zg7GxMbzyyisoFAoIhULCjNVqF7SKAd39PDc3h9nZWUMGA6r7VtST8QSDQUSjUeGcTJXpcDiQy+VE4qFupwZWTkxMiMRTqVTEPyWZTGJmZgZLS0t47LHH5CVx8vRyxST6EPBextK43W6ZyHA4jPX1dbECAMDbb7+NkydPYnFxUdz0ga5JeHR0FF6v12AZa7fbYrZUk1NlMhns7u4a/BMCgQDS6TQajQZcLpcAgkNDQ1hfX8eJEyekH1evXkUul8Mrr7witcaALj72zW9+E263GxcuXJCFNTMzA5fLhfHxcUlLwlOZzEc1XzJJvVoOuFarYW1tDaVSSZjzqVOnxKVedQ1QGaeaknZ4eFjiu3htdHQUpVIJ7733HjY2NoQRErAG9g8e9iOZTCKRSBhMyqlUCpVKRfI5AV0m6na7JTMjrU00cpCBAd2Dhn5VlBCBLi6Vz+exs7NjCOp1uVyYnp7G6OioHKaVSkXiwNQcNqpPitvtlrXH8BPGgwEw4EtMUs82GKBMaYbrlLgoJXPGYY2OjiKZTMp63N3dhcPhQCwWk5QZfOcMs1ClWb/fL5VL1BLF1FRGR0elH7u7u9IHHtShUEgOeZWRcDwejwcvvPCCWGXL5TKuXr2K6elpg1f9b5WBkDWPKGYGg0HkcjkcO3YM3/rWtwSoZYBeq9UyIPpLS0siLVAMXl9fx/LyMmw2G44cOYJvf/vbMihKPKppXU1axAkjJ+ckc7FQPFetAidOnMAbb7yBgYEBlMtlcQHgS6lWq5iensaVK1cAdE/L4eFh/OIXvxC/FYaCEFjnSf7www8jmUyir6/P4EZOAP3GjRt4+umnAUCSPLEcDhenw+HAY489hgsXLuB//ud/ZIwnT57ExsYG1tfXDSk2Vd8m1RlydnYWw8PD2Nvbk7Elk8n/y96bBsdZXmnDV7d6VS+SWvsuy5K8W17BMhgHEpthWAIMMEUgZBLCJIEpJjNJSGWSCRkmU5nUpJJJqpiaQEJIMiQT9iU4YGyWYDCWsLGNvMiSLFu71JK61S2pu9Xd6u9H5zo6z2NZvF+9VXn/6K6ibNrdz3Ov5z7nOtc5Bxs3bsSRI0eEb7Nr1y68/PLLUg2B2kBZWRn27t2LZcuWGTyFiURC4qxonvz617+WYML+/n4BK1lxtL+/XzJKAlka/vDwsKFgodfrFZOsurpaVHcmAOO/88Azzkmbxe+//z7WrFmDvr4+lJSUiHY0MDCAeDwuHiW2yspK7N+/H8lkUjTOwcFBVFRUXDCn1LxzcnIM4PLw8DCqqqok/AKA1Js6ffo07Ha7gRPGC9Nut4uQYVknxhvyu8XFxRgbG0Nvb69oQh6PR6qbmIM2X3rpJcTjcQH9WVstnU5j165deOaZZwAAn/jEJ8QETiQSBo8TQX7Ox+zsLI4ePSrVW7QWaLVaJfKdF9aHH34olA0Kxby8PNEGL9YWFTy9vb2oqKjAFVdcIRMciUTg9/vR3t5ukIg2m+2C9KSbN2/G6dOnMTIyIgLpww8/RGtrK3bv3o3/+I//wL/8y78AyEa+U/gslDtXu9atViu6u7tRV1cHn88nEt/lcmF0dBROp1MWlMKP7nM+Oy8vT8oah8NhMavef/99rFu3Dtu3bxebld4Dh8Mhty6QDYbjoevv7xd1ur+/H2fPnsWqVavEnq6trcWrr76Kb33rW3j66adlLDU1NTh48CCqqqqwbds2CTAMBALIZLIJo+jV0riD1ngymQzq6uowMzOD/v5+ERp5eXkYGxtDQUGBaCtvvfUWenp6UFdXh4GBARnL6Ogo3G63lAaii5apQ0KhkCQY27x5M6ampiSlhY7STqVSKC0thdfrNWRfBOaLJQLz2nFVVRU6Ojpk0zLlArUq3pzT09OYmprCpk2bBNNjaWoG+/I9zJaXyWTzZmtiZzgchs/nE49USUkJCgsLDUG3XHMKjdHRUcEoXS6XpNvVB5iR9trbSCyO9ACdAmNychLl5eXS5/r6etjtdpSXl0uCOiBrelJb0hr73r17UVFRgWAwKPPM2MWpqSns2bNH+vHss89i165dsFgseOutt3DDDTfIWEhm5f4Ih8NYtWqVBMzq+mOM18rJyRGhFg6HUVlZKRkFgKwQveWWW7BYW/JqLbWlttT+7G1RjYfpCqhRjI6O4uTJk2hpaUFxcbEAhczVomNxmDeFdiWfUVZWhi1btmDPnj24//775dYwp3o0/13jPqwpPj4+juLiYkOSdZvNJjcPkMVy1q9fj6NHj8JqtcrtR/ZoR0cHAoGA4Fjt7e0YHR01JEhvb2/Hpk2bpCQL+1JYWIgzZ85IGlGCbjMzMygpKUFnZ6d4h/bu3Yu7774bDz30EJqbm4UoGAqF8LGPfQyNjY145plnRLs8e/YsRkZGcPvttxvWhAnm9XwxFsdqtWLTpk1y09H8YOoOIKtxXn311Th16pQhT3FbWxuqq6vh9Xpx99134z//8z8BQEDG/v5+MZ18Ph8mJiYQiURQWVkpGF80GkVtbS3y8/MxNDRkqL/u9/uRm5srZurw8LAAqZqLcvLkSdTX16Onpwd+v1+0hMHBQQwODiI/P19u/fr6eiGjBgIB+TwQCEhIR09Pj+yPUCgkhDkN0P/4xz+WeTCbFolEAs3NzbK23FvMewPMFwV0OBwYGhoSLTISiUj1CBJEgSxATGCeOCmTv69bt85QXYNZH3p7exGLxWTvrVmzBu+99x7cbrfsU6Y4ZcoXzilDhRoaGuDxeIRLFYlEhDfFxni/yclJSTHDPUZs1ePx4N577wWQZd4fOnQIHo9H5n9oaEishYu1jzS1Lr30UrHX3nnnHXR0dGDr1q2Ym5uTDhNc0+V3mQRp5cqViEajorLl5uZibm4O//AP/2DIGaI9Wub4ELPwSSaTWLZsGWZmZnD27FkpCdPX1yfJvsjIrampkXAHh8MhxEKmGmC5Em4ikg1TqZSQoAjADQwMYPXq1bKgoVAIy5cvx4EDBxAIBMQuLysrkz4QxGxpaUF7ezvuv/9+9PX1iXr83nvv4Y477kAqlcJll10m2NSmTZuEiU18gzFyNLm05+Xw4cNIpVIoLi42HCoCmVSDA4EAiouLcfjwYZSUlIjQaGtrQ3NzMyKRCO6//34R0BQwO3fuFGzlkksuEXCfZW6ArJePlSsCgYAhbQSJbVxDYm5tbW1Yvny57DF6e2ZnZzEzMyM4WygUwpo1axCNRmXfDQ0N4dixY9i0aZOYzUDWq0ivk9VqlTXYvHkzysvL8eqrr4pbnwdGs6r1nrPb7WhraxMPbigUwvDwsGAvQNZkIXhus9kM+4bBuHa7XQ5xU1MT+vv70draKt7DaDQKp9OJn/3sZ1i5cqUc3ObmZoTDYZljvtPn82FsbAy1tbWytna7Hc3NzXj77bdRW1srZ2t0dBTXXnstMpkMdu3aJSazw+FAcXExqqqq5FJ566234HA44Pf7cfbsWUMZoGQyiUQiga985SuSvmVubg67du2SmnHsG/Gsi7VFBc/g4CDcbrchQK6pqQlPPfUUbr31VhkYE21rPg8AsbO7u7vFXW232/HCCy9g9+7diEQiF2g8Zne6znDGxvwo0WgURUVFggOEw2ERHNxsTqcT69atQygUQm5uruAfvHmnpqYwPj4un3u9XkkrScCNgqSpqQkTExOCMWzatAkDAwOCK/FAuFwunD59GldddZUA88FgEMXFxXjyySexYcMGmaehoSGEw2HMzs7iqaeeEsFINjOxKM4HMTCWQQGy2Bs9cZWVlbIuHo8HY2NjOHfunAjF6upqvPzyy+jp6ZGATAB48MEHpUhjfn6+YCDxeByVlZXo6OiQXEYEKIuKinDkyBHBthiK4fV6kUwmBTC22WySHpeHe2RkBFVVVYLPMIcQgVyn04lEIiHr6Pf7MTg4iJUrVwpeuH37dtjtdrS3txscCgUFBeju7kZVVRXi8bjgcMFgEBMTEygvL5c+h0Ih3Hnnndi/f7/EJ7ERqGUxAe4xFj7UTPp4PI7x8XHE43FZ8zNnzsgejkajuP766wFktfB0Oo0NGzbId1meeXR01LCn33zzTYlHczqdMn+xWAybN2/GiRMncO2118q+y8/Px2c/+1nY7XbxZH7/+9/H2bNnMTU1haGhIYNr3+v1IhaLief0kksukcvD7/fLM3T2yyNHjoj3euvWrXjvvffQ3NwsmuXWrVsNTqaF2keGTPh8Ptm0Bw4cwJ133ok33ngD99xzj0xOOp0WIh0PCWsJFRcX49JLL5Vcx9wEg4ODQujiIps1HuDCoD0AkoGPdatIzWft8J6eHrnRTp8+LeqoDnfgoUwmk6ioqJCJP378OE6fPo2KigrJojY4OIjq6mr09PRITXQgS80vKSmRMkCc7BMnTsDlckltLSDrUdmzZw8mJycxNzcnmsb27duRSqXwxBNP4Prrr5d+x+Nx5ObmSsZCzpHFYpE8uzplxBVXXIHjx48bEoR1d3cjEomgurpa6AwvvPACKioqxJND7YhcotnZWVx22WWGeCjmOtZpSAcHB9Hf328gMp46dQqjo6NoamqC0+kUgPoPf/gD8vPzsXr1ahGKeXl5Ur3j+PHjBlOXWg8zHQKQvNjBYFA8VdPT0/j973+PoqIitLS0GGpw2Ww2tLe3Izc3V+aUmS+Li4tlvV0uF955550LiiSyTE8mkxEiIpAVaizBw7XNzc2V+l6svApkU7K0trbiM5/5DKqqqmROR0ZGcMUVV+DEiRPy2e7du+F0OvHSSy9JvBUAAZt58HlBVlZWYvny5bjqqqsMwZk2m02yJtBMf//996USKLVo7t8dO3ZgZGREzOLXX39dLqRYLGYImWASsGPHjsnZJzcqFArJnj5x4gQsFot4vRdFvtINAAAgAElEQVRqS+DyUltqS+3P3hbVeJhNnzdoUVER0uk01q1bZwBqGdyWn58veMuhQ4dQUlKC8+fPo7Oz08CnIEmJlQCA+eTaF0uLoRm7pNIHg0GsWbNGwiBoFi5fvlykL2svsXAcTaxkMinpU8PhsACCTU1NEgLB6qKrVq1CQUEBXC6XmIhAVishEbG3t1c0gs2bN+PkyZMIh8NyY7z33nvo7OzE1772NUSjURw8eFDm7t1338U//uM/Ynx8XGz51tZWrFq1yhD1C8wnPeecsc3MzGDNmjWwWCyG8sMOhwOhUEjmf9myZQiHw7j77rvxox/9SEyciYkJyRZQVFQkvKstW7ago6MDubm5EjTrdrvh9/slwRfnIxAICCmxtLRU1qCiogKxWAyjo6OiFba1tcHlcqG4uBgul8uQ8nX9+vXIyckxlFJmorPBwUFD8b/rr78evb29Brc+Mbu8vDyUlZVJGo3Dhw+jubkZoVBITMmVK1eisrJSovsXwhV1rmPic263W/rW0dEBv98vTH1qDyMjI7j22msxNDRkCBti1ZKamhr5bl5eHgYHB7Fu3Tps3bpV6p1x7zPbA81XAtfU+ICs652mHctXc89wjbWGyiow9fX1YqYyf7ff78fQ0JAh3a3Fki3dvGHDBkngd+TIEXR1dQmxEMiSZXVOrIXaooKnvLwcDz74oBzKlpYWwWxGRkZEtSW1nUQiICukgsEgfD4fent7Bb1//PHHYbFY8C//8i/YsGGDlNsldrGQaaX5O8C8F2d6ehqpVMpQl72np0dAPiCLaZDgNTExId6JpqYm2Gw2rFmzBq+//joaGxsBZNXSZDKJmpoaA2ObC87YJo6xrq4OkUgEV111FZ5//nkAWfNp7dq1aGtrE3PD4XDgvvvuA5DdCBQmQ0ND2LRpE1599VVce+21simYYqG5uVk4FhaLRZJ+A0Za/+nTp9HY2GhIZlVbW4uOjg5JxwFkN4rb7cYjjzyCnJwcIRauXbsWLpdLDjFxgOPHj0u4CDdnd3e35M3WqRqSyaRUzGhvbxfzhAnme3p6RLDm5eXhzJkzKC4uNlDzGXLxzDPPwOFwiED667/+a2QyGUm6z34kEgmsXbsWZ8+elc/7+vrQ0NCAdevW4ejRo5LkijjcpZdeKoeRSeTj8ThcLtcFXi2WlWY+I+Ju9NxxnicmJhAKheDxeCSEhPmQS0tL8fbbb8vnVVVVAq7T1OKldc011+DnP/+5zNOBAwdQV1cHq9WKwcFBAdtJqM3Pz5c9Qwb3zMyMofIrib9lZWWYnJwU87Wzs1M8pNyPLpcLbrdbEpJp2CORSMDtduOSSy7B3/7t3wLIXuyrV69Ge3s7vvCFLwDImsWPPvooFmuLCh5Wc9RaQlNTE6xWK0ZGRmSTezwejIyMIJ1OC8DqdrvR0NCAgYEBNDY2yqEkjf3tt99GS0uLHO6mpiaxqdmYddAcw5VKpRCNRi8gVTFNwunTpwWNr6ysFMZsX1+fjMXr9aK7uxulpaVSBwvIesFYvYC41Pr16yXj3LFjx3DVVVcBgMQ1pVIpycEDAI899hhWr15toJ2fPn0a9fX1ePfdd9HW1ob7778fAMQLx83BHEc33XSTlIDmwWaQnk4Gxnn6+Mc/jpdeegkrV64UoeF2u7Fs2TIkk0nRTpuamtDV1YVgMIibb75ZPFX19fX4wx/+gMrKSjz++OMG7SEUCiESichYfD4fpqenxePGShrs69mzZ1FfXy+XENOMXHHFFZK1ctmyZSgpKRFvGoVUeXk5Dhw4AK/XKwnL+H1ihvQEuVwuBINBbN++HcXFxYYabUy8FY1G8eabb8p8MEXE7373O1lbxjyZnRhsZWVlePbZZ+X7fX19ksKXraioSMoice4qKytx6tQpFBcXY9myZeKUIBZJbQPIajCsurF9+3ZD/BsJs4yV5Jw2NjYaijEkk0nJ96SrcZSXl8Pr9cLhcEhsIpC9bAoKCjAxMWH47rPPPouPfexjCIVCItRIy8jJycErr7yCv/u7v5M18Hg82Lx5s1yQXV1d+Od//mc8+eSTF8wl26KC54477sC//uu/irYyPDwMu90Oj8eDvr4+kapPPPEEPvnJTxpYsx6PB729vSgsLERnZ6eg43feeSfuvfde/Pu//zu+//3vC9hMobNQQiaze31ubg5lZWWoqqpCW1ubTOSGDRvQ2toKm80mwohAWmlpKdxut3iq6MHp6OiAy+USdfXkyZNoaGjAU089JVrQ3NycuP61+RQOh2GxWKQwG/kR4XAYDQ0Nkt0QyLqaH330UfzN3/wNNmzYINri2rVrEQwGkU6n8fzzz0uu43PnzuH8+fPYuHGjoaoFwWXd5ubmEAwGUV9fj2g0iocffhhAdoOfP38epaWlQi9Ip9PiOdu7d69wS1gpIZPJ4Mtf/jKefvppAFmuUmFhIUZGRiSB1LFjx7Bs2TI0NDTAZrPJoczLy0NlZSUKCwsxOzsrz56enobf78eJEydEONTX12NiYgKXX345ZmZmpAhhdXU1Dh48iLKyMqnRBUDqwjc2NsoGb2xslKDXnp4e0Xw//vGPIxQKobS0VOYEAC699FLYbDa0trbi05/+tOyDm2++GQ8++OAF9b4p4HV60YGBAam3xfeRLmDOUpCTkyM8M5rT3MfLli1DX1+frC3TpDI3FBO3pVIp7N+/H7fccovU6AKAuro6PPfcc9i6davsO5/PB7/fj7q6OrS3twvscerUKaxatQp2u92QHTAYDEp4j453jEQi2LFjB4aGhuTcVlZWIplMYm5uDo888ohcQvSu6rprzC6wWFtU8Bw/flzSmgLAN7/5TRw+fFgISVS9m5ubceLECaxatUpCD5xOJ/r7+3Hy5En09PTIBtqwYQN+8pOf4IYbbsCtt94qguDAgQMX3Dhay9GNVTdJJNThDrm5uQgGgzLwiooKEYK6wihjimZnZ7Fq1SpZ0Pr6enR1deHBBx8UO3tmZgYTExMoKChAQ0ODHECn04nCwkKxrWmvX3PNNRgaGsLp06flJhkcHMRXv/pVnD17Fi+99BK+9KUvAYCEFoyMjODWW2+V2vN5eXlYtmwZTpw4Idob42R0vBbnY9myZchkMojH44Yk3319fTh69KiMm0Lod7/7HS6//HLRjjweD2KxGKLRKB544AE5PKtXr8a+ffvw/PPPCxnyxhtvRFdXF0pLSzEyMoI77rgDQFa4Mo1EKpWS/TE4OIjly5fD4/GIh6mpqQmhUAhutxt1dXVYt24dgGxN++9973uYmpqCxWIR7wlTsMZiMQkhSSaT2LZtG2KxGLZu3SqBjrzdI5EIVqxYIfMUCAQkNzK1MY/Hg87OTuGXcb8xLorQAg/V7t270dnZiTNnzshhTaVSOHz4MBoaGqSoH5BNPEYTtaysDA8++KB8nzXWKRTpMWKwK+efteKfeOIJQ/mo2dlZpNNp7Ny501CrvaOjA5/61KcMZN5du3aJV4qXAADs378fW7dulfrwwHyGAV0dFcgKS/J6LJb5eu1zc3Oora0VDhmQNcmYMvVibcmrtdSW2lL7szfLYgl7HnjggczU1JTc5I2NjXC73XjrrbewYsUKkb5erxclJSWGEhddXV0YHh7G2bNn8dprrwmmwYjm1tZWXHvttfj9738PYD4tAADREsw5l/nskZERPPnkkxKAStbx1q1bRZ18++23AWSZyAS5WfkByDJnGcHsdrsFjN66dSsGBwcN1PIzZ85gcnJS8vFQ/fR6vVi5ciVisZghdMNut8uNxJrbv/zlL7FmzRr89re/xac//WnRStLpND744APhfxBkrKurw+zsLGw2m4xv//79mJ6elooFOrXG1Vdfjf7+flRXV4sW+corr6CyslLo+ZzD8fFxNDY2IpFIiLZ4ww03iEeGEfcAJGcRSYRc2xUrVkiSNZ3zmhHnzCMDZE2zxsZGvP7660LG6+zsxNVXX43e3l60traKVnfdddfhqaeewj333AO73S4ey4aGBiFacq0SiYQUj0skEjKnxGyYrkQnRisqKjLkx4lGo6iqqsLHPvYx8X5xnnS0tQb4GQzN/X/rrbfisccewyOPPIJoNCra/Q9/+EPE43EJIKbpWVNTg9nZWZw4cULeyQRgJCZy369fv16S0c/OzhqItuFwGDfddJNoWDt27BDMrre3V94Xj8dRWlqKVCqFdDot/f7lL3+JK6+8UgJ7uXc5R3v37hW+U3FxMXp6eiTlqk5RE4/HL9COiouL8e67716Y3+ZPbVFTy2q1wufzySZkXXFS0YnxMLcLJwfIui7XrFmDpqYm2O12mZDGxkZUV1fj17/+NVauXHkBmMxJNf+/xnq48D6fD62trYYNNzY2hvLycnFdMoMfcwrz2eFwGH6//wIW6uDgIBwOh+SFBuZJiHV1dTh37hyam5sBzGfF6+3tNXhsmAe6rKxMXNCtra244447cP78eRw/flwYq8XFxaivr0d7ezvKyspE2L377rsYHR3F5s2bZZ7N7G7t7Tt27BgKCgpQXl4ugnHTpk04ceIEPvzwQzG1WKWB5jNd0/39/di2bRu6uroMJXtzcnIQiUTQ2dkpdn0ikcDMzAy8Xq/8HZjP6hgMBqWuOd+Rk5NjSFpVWlqKkydPoqysDI2NjYKvxONx7N69Wza3BozJLOYGZ3oJpuPg/BBvY24izpPf75cKshQqubm5wgrmXPJ9jM7WQsjv98ve40XT09ODjRs3wu/3SwJ7IOuq7+zsxHe+8x08++yzhhASi8WCuro6AahZKpkOG655NBoVhr+OQUylUggGg+JFBCB1uQg88ywSh5yamkIikRAh89BDD8m+0lUh7HY7GhsbceDAARkLzdmRkREUFRXJ/mAJIsbdcc8wK8PF2qKCB8gKG7qg165di6NHj0raAy5SQUGB8FZI32aYgsvlwvT0tNh/NTU1qKysRGlpKY4dO4aWlhYAWQCMGpPGLoD5+lps8XhcbGmd/+T8+fOoqakRfg6QxRJYk3poaEhAZJvNhoGBAdTX12N6elo+t1qtqKmpQUdHB/73f/8XAPDJT34Sb7zxBk6fPg2fzycuUNbKzs3NRUVFBd577z0A2fSpLS0t+O///m+J8WlubpYbmFkBAUgqU3oyuMGrqqqkpAk1B6bwBGAA85LJJDZu3Aiv14v9+/eLYCQjtba2VrRIptX0er1YtWqVAM21tbV4+umncfnll0NrubomODfsiRMn0NLSgqGhIUmPwTmlx4YsYQDC6q2oqBBsIJ1Oo7OzU8BJ4jPbt2/H22+/LXXqOU8zMzOGEsjAfL4ouo8pRIGsBk2NSGtIjE8zZ+3LZDJIp9Mi1BwOh6RMmZ2dlXWZmZmRvEwcH4viWSzZmlPUQHbu3IlPfvKTiMfj+PznPy8aI4M5daFE4ncsmKcdCC6XS/g3+jLesmULjh49KmeDaWOpAHDcpDww5Qg9nG+88Ya40zkfFHjhcFhKUAPztdtsNhssFotc9hRaWng5nU7Dbxdqiwqejo4O2O122ZxlZWUIh8Pwer2G3MPM05ufny8kIubgCYVCcDgc0pHKykrE43GUl5dj9erVhgyEFwuZMJuDOTk5qKurQ09Pj9QSAiDErmg0Kn3z+XxSwqS0tFQ+J+fh6NGjhlpEAMR9TE1vYmICra2tkqmf7txgMIhwOAyn04kDBw6IZyYYDKKtrQ0bN26UKPTt27cjPz8f119/PYqLi+VmowZFE4ebaMWKFcjNzUU8HhcBU1ZWhtOnT4ubnpslkUhgenpa8sZwU6xfvx579uwx1HBnHTC/349QKCQHfu3atZiamsKJEyeQTCbFXAiFQnIIdP6l1157TXIC6SyBwLy3jxsfgBwmraU5nU5JI8rPGeD5u9/9zmAi8vJpbGyU+ejq6pJUpNTGgexFSC02nU4bqtsyv47OEqjLJnEMTGx3yy23GCrQkuujxxYMBlFSUoLvfe97F6Qt1QG9/JyVQnJycsSrRUFEgFtnQiSBUfePz9LwBs3m3t5erF27Vi6sYDAogsvlchm0Wf6puVgOhwOFhYWGxGOcP+bk4WVD60PDFalUSryzF2uLCp6DBw/i8ssvl5fT/bx582ZhNbPxwPOw0tOVk5OD8vJysTcjkQjKyspEtdZpU3VyK7aFuBU2mw379u2D1+vFli1bRNMga3Zubk6ez8ml14JmwRtvvIHq6mrs2rULExMTIuntdjsqKirQ29sr5L9MJoO///u/l1uVaR/Hx8dRXl4uyZF44JlmUpPuyD49d+4cysvLDWlSWUvJ4XDI4Z6cnJS50ixQ2thapbdarejp6REim86JS5c+PUG0ybmBmZFx79696O7uxq5duwypSHNzc8WbwvVOp9OGBF16w3V3d4sWwbm3WCwSQKy12OnpaTlo2hVrsViEYqBVfSAr/LhWTU1N2L59O9asWSPChy2ZTIopwjVn3mjypgAIPYKH2kzdWLduHfbt22fw4mhhwP1I80t/roUJMB9ZzoIE1HzYKKj0nPIZxKp0hgb2We+DnJwcbNq0yVC5VJ8tUkP4PvZLj5s4KePX+IxEIiHCSJd0ZowYn+d0OvHkk0/isccew8XakldrqS21pfZnb4tqPDfccAOSyaSo2kwq/sEHH8Dv94sqd+jQIXR1dWHnzp1iypAXwFucmMvGjRuRl5cnyZ707cDbYiGtRzefz4eysjJ0dXUZYmOGh4fR0tKCM2fOSJ9ff/11bNu2Tcrfss/5+fkoKSlBWVkZli9fbiisRpIdVfeKigpJ5r569WqR7Ew8PjU1ZSjhqlOv6jSYTqcTq1evNsSk0fxgRDY1nsLCQuHlEB87e/YsAoEArFarhBYAEBCUdrxOXF9YWGhIJ8tyQORjkE3LSHZqIeSAZDLzSe/pXbNYLAiHw4bwDa41cxTPzMxIP3jjcrwApBwPKf4cN99H00CbA5x3zvPJkyfx4osvwmKx4OmnnxYci9UTWGlBR6czqwH75vP54Ha7DTFMfJ/VasXExASWL1+Op556CgAkmwFDLIB5ro3T6ZRiCAAkyZl2CnDsWjPiPqEpwzVhn/XY9XmxWq2iRfHf3G63VCTlvyUSCcl0QK0FyGqRzLOj53n58uW46aabMDQ0JPFeTIxHs5Fnw2q1Ci7FZyQSiQtIrua2qOCZm5vD+vXrBdPgAJYtWwav1yuBditWrEBJSQlisZhM2uDgIPbv3y/q/6WXXgoAwgQ9evQoVq9eLWaB9lxptW8hdz89Khs3bhRUHcge7unpaaxYscLADGaOE5YbBiAJyfft2weLxSIHLZlMIh6PGw4UDyPVZqr9zIPzmc98xmDzsya8TqeQl5eHaDQKn8+H8+fPy2HIyckR75jNZpNYHC6oNosSiYRB2NBcA2AAE/nnddddh9raWsPB10Jcm7YnTpwQtT4SiYiwy8vLw+TkpEG9zs3NRUFBgWx8zuno6CiSyaTQDvTGp+eFfWtraxPPaDQaFcFYXV0ttbztdrtgUKzzpOt1cc/k5OTg5ptvxq9+9SsAWayDc8r9Asx7wZqamgTzqq6ulktPYysMEbBardiyZYuhegbnU+8RPT9sU1NTuP766zE+Pi4Bmlzz8vJypFIpoRe0tbUJNsX4LmA+sf7FkuOZw2eAeYyL302n0wIwV1RUiMAsKChAdXU1fvWrXxmwN8Z/aSE1NzcnIRta4LECqsZinU4n7rrrLizWFhU8V1xxBc6ePSvMyEOHDiEUCuFLX/oS3n77bXk57UwNOnk8HuzcuVNYw4yO5rNYPI4HbWBgQGzQhSLUNbDmcDikZGpFRYUklibwpz1dpIjzRtI1j7xeL5588kk0NDSI1kR+hvl9TEhG4QvM38708HEsNpsNHo8HiUTCUM3C4XBInW6z+5JlVogT8R0aeOXccPE17SAUCkkdL1IJjh8/juHhYQmG1XOZSqXEbgcgPCR6joiXDAwM4Ec/+pHEPgFZzYeu35/85CciCKipMPCSB4LMVr1hWbq4oaFBKAy6f9XV1QbAsrq6GrOzs5ienhbNpq+vD+3t7aI9kFG+evVqnDt3TrQ6amzEcxiBzf1BxrCuZMI5TyQSmJycNGhkFGR8Bj1z3L9cFwrPSy+9VMJXgKyWVV1djcHBQXE+8AJi5ks6dMzJ9fRFTK3M3Gw2G2KxmOCnTFu6Y8cO7N69W74XjUYRDocN9eZmZmbwm9/8Bjt27DAkm0smk1izZo14RfV66dTHQJZvNjU1hUceeeSCvkkfL/ovgMQ28RDE43Hs2LEDnZ2dhixuVqtVXMGack4+iwYmWfnwgQcekGhXAFJX+2Jmlr6NWMTPZrMhHo8LCevKK6+8ACQ8duwYEokEWlpaDBNJdZHpELg52bQAJO+C/dFqr9WaramuXa687anGApCs/ZxTzcegiZWXl2dw/XJDULPh7Ub3pVn9ZrgIPQp1dXUXeCFsNpu4XEko4/uYTmJqakrWa3Z2Fr/61a9QVFQkoC5ToDAVpg4opbnlcrlEADKRFdeO/bDZbFLqiP3LZDISA8bocD6D6UyfeOIJAMDnPvc5vPPOO/D7/XC5XPjud78LAPj5z38uJpXNZhNti+CrxTJfkTOTma9iqsFsCnZqNgtlyNQQBN3S5r17/PhxvPDCC2hpacG//du/Achees3NzbBYLALAavDd4XDgD3/4A4Asb2ihd9PM1Z5Cfsdut8Pr9Rr6yfATHZ/n8XgQCoUMl6Db7cbll1+OgYEB0Vw5Fl6+zKfOfvO9/Oyf/umfJNvixdoSuLzUltpS+7O3j6wyoVtFRQUikYhwAbS6RZtfp+OMRCKi7RCYpOlA1Za3OTUfs/TWmI+2IYuLi4VfoYHTVCplSJxVUFAAt9ttcCcCRtNNq5o0tfR3dV+0JkTTgaki+Tk5LNpGZsnkCxbgT25Ibb7xGU6nU3JAA/NFCElE1ARCIMvXqK2tlbALuvD5Hj5f80g4tytWrMCrr74qtzffmZOTg9WrVxtYteFwWJjBul85OTkYHR0VxjHXlu8y4wBcA6YW4b6Jx+Ow2+0GEDORSCAejxu0J4/Hgy9+8Yt4+umnYbfbRbOhNk78gY1VPrW5FolEcPbsWSHp6cb11uEpnEuaq9wH5t/xe88//zwSiQTuuusu0UTn5rIVUjS3R3N1UqmUzC33omZRcx35/9oU55prgin7y2IHuvAhsU+t+U5PT6Orq8ug8fD3mvrA/rHvpGZcdtllhpQhC7VFBU86nUZRUZFMLG07Ap8a5KMJoDEe5v5IJpOi2rKjpNRz0mimLCRo9OD5J9/NOCH2z2634+WXX5YFTSaTEs+iDxoFln4fm+ab6PfrPvB7ZE9rVZtpATSNn1HjLJescQCaVSS8AVkcgHFQxBdycnKQm5sreY80BlVQUIB169Zh+fLl4kFkX7Q6TpWZh12vrRZOmm4/ODiI+vp6idsh2BmJRBAIBMTLRFJgLBYzbHDzRgWywsvtdsveYT8oxInvEITnpZZOp3HzzTcDyHqHmpqa8MMf/hDbt2+XzX7XXXfhG9/4BiKRCCKRiMFxQM6KZtl6vV7D4WY/SbhjxkzOB/ewFhoUEHqvMNXJmTNnMDExITXfCZKbPWmZTOYC05jCj6a13qtmbxn7Ruay5ulo7yovwNnZWUxMTBgwUZZb1mWb+S6yxM1CLZVKob6+Hrfddpu8wyzEze0jSxhrAaPZlNp9xo2jS84SiGWMDm8YegQ8Ho/EAQFZQcWNpQWMWfjw2SyX4vf7Da7pRCKBLVu2SJ9TqRQ6OjrE5tWM3IqKCjidTsMBXAiso3AyM6vn5ubEHezxeAyCmC5G3tj0nOmQAc4Hb32Wr2G/u7q6DLFyjHVyOBySugCABA9OT0+jo6PDsBE1YAoYsQGNKfX39yMej4v2pROZFxQU4MMPP5SQBB2rpKnyBM4tFovkbuLa6kMAANu2bRN8R3tmpqamUFNTI1ggPx8fH0c0GsXo6Kg869FHH0VFRQWqq6vR399vAH2ZloN1tDjX5vfpNdDrws/dbjemp6clJxW/ow82nRrEt7g/UqkUnn32WdGy9J6kS96MofAC0kG9dMnzjADzzGqtifJzWgIab3W73RJbx8uatcH0+P1+P3w+n5BnNZFRr6+er+rqatx6663y3Yt5o3VbVPDQrawjqcmcDYVCsvE5GayMwJZIJDAxMYGysjKD1kJPkFZh+Y6LmTj6c9Yuys3NNRSt7+vru6AP1ILobubkeDweg7tbCzhuAt2PhfhFVmu2rpTdbkcymTRkCqSZqYU2Y5m0MOcmYCyM9i643W709vYKNyonJwfV1dWGnCwAhLtBLcGses/NzYlGuW/fPjlMP/zhD6XPv/71r0WV1lHQhYWFmJiYEBcwkN2wfX19uOmmm/CLX/xC+kxziCYoP6cJoUHa8+fPC6CqeSqzs7N48cUXxZQw53W5+uqrDcXu1q9fj+uvv168k0D28Lz22mtS/00/m3OmLwmaD/rA8O9jY2M4ffq0mBHUKF599VXpEzVel8tlCDimya0juXXTmpeOxdLwAbWXvLw8yYLJsYyNjRn2GN+7fft2g0nEy2F2dhaHDx82hJDoc8d5GRwcxG9/+1tMTEzI/tAwiva0lZaW4vbbbxfzjs/SWu5C7SODRHXEuXZNanOHHWbQHjCvshUWFkqAHyfMYrGgs7MTdXV10lnevhQUfIbWeqTTfzrAvPkp8UOhEKqqqpBOp8W1zXIdlZWVqKysNGBQJNJp3OZiXrSFYsl0MJ5eaP5d827C4TASiYQQMrVHiuMuLCwUDbC0tFRwAJqpFMB2ux29vb3CtSGe5HQ6DXwiLUyJofl8PsHWpqam8D//8z8AIPPA7xJjsNvtOHToEFauXCmbMJFI4JJLLsFzzz2H3NxcIZkB88GO5guEY+UzBgYGJHqcGQK4j0pKSuQgcu85nU7k5+cLxshxJRIJPP/885ibm5N4wFWrVuHo0aPYtvCXKLQAACAASURBVG2bYIt8Pw8F11CHS5jNJK71NddcI3wbWgH9/f3SD2o63A86voyeNX0hUEDr9+k4KLNLniEW8XhctLdUKoXly5fjxhtvlD3GuXriiScwODhocPdzz7A/QJYWMTo6inXr1glXj9oYPX08Ay6XC+fPn0d+fj7S6bR4tO+55x4ZA8en1/NibcmrtdSW2lL7s7dFNR4S2rQnCJhPu6htyEwmY5DiOnES60cDWRveZrOhpqZGqN0ABHA1azhmbId/apxJA9Nut1vUfQCimubl5Rls2fz8fGGm6veYg/b4mVaB9W8ymWxqTF0XHMh6ViKRiMEcokYUjUZFxZ2cnJSSvWTFAllvS3l5uUSRA/MqPROWaxWe9HwzWM5bXqv0sVgMmUwGgUAAl1xyCYAsc5nYSF1dnYEVXVlZidHRUUPe5vr6ejE39DxRU+GcAfNldvQacsz8O/tnt9vx+uuvI5PJGDCxubk5jI2N4c0335Q5KioqwokTJwST4roEg0H4/X689dZbhlryNOl0ZD+1AZqB5rQY6XRaUooCWaIln8kxERROpVJSepnzoflcnNP6+nrBx8j+LygogMPhQFtbGxKJxAWAcTKZRCwWk/181VVXSXCmhkJmZ2el7BLNQzK2k8kkPB6PEAs3bNiAuro61NTUSKqXWCyGgwcP4vjx4ygvLzcUUggGg+jv7zcUD2htbZU9poOZk8kkPvjgA1ysfSSBUHs4MplsXmG/329wgc7MzKCmpkbK5QJZDIXoNj0xwDwZjwvHTaRdn/rgmAl7XNCpqSlJDsVnNDc3C25DdbKsrMzg+udEam/YQm0hgIz90vY3kBW8U1NTBjd+MBg0qLUsfWKxWFBSUiLqeFlZmcFNrwl2BMB54J977jlxNXM92LRwZKNgNJuHBL2/+93vyubUuXTPnz+Puj+RMn0+HzZs2IC2tjbJT/QXf/EXOHPmDLxeL/Lz88XbRbOTh5j7hqVS+B4Ahmx4us80yy0WiyQe59zbbDZUVFQI+93lcqGnpwfT09MSeQ5kqQG33nqrRItr5wMFjU4NUVxcfMHlyjEQ0+Hnra2taGlpEWeA/g2rjZjXBDDGLzU3N0spbAL2ZWVlsFqtgllqQcw+8NxwbR0OB4LBoORpOn78OK655hpRAvSl7vF4sGrVKjz55JNy2XR3d2PLli2GNDJWqxVf+MIX8IlPfAK33367zOnMzIwkted/bMlkElNTU2J+fZRHC/g/0HgYd8RF0tUg6KYEsvWmdIdcLhcmJycFRObn1dXVGBgYkAA1Ldk5oWxm9yFbOp1GKBQSDoIOL3C73YIvAZC4LQpKLj61MAKtWuiZ8Qnt1TK7+xOJhNSF4rNzcnKkbxxPIBCQ+C0tYNgHPoMba3x8XJitzz33HIAsaOhwOOQG03Pj9/vFHWwei+7btddei1AohEwmy9ilLU7OBt2oxOqmpqZkrr/61a8CyPK5XnjhBRQWFhq0SAodcow0uMn540bWia80J4k4EP/U2Fsmk03bykTtdN8D2QP6sT+VwqmsrJRcSRqrY3gEvVVsDFFgFQ/2g14jj8cjoQ3ca6w9xcbLzefzydzl5GQTpicSCRQVFRk8QbwcidmwJI1mput5opeO4yXWVFpaKlrT7OysIVm8ztRIakJ9fb3MtdPpRFlZGV5++WXBRFljbHx83IB9MolYVVUVvv3tb0v/SH3QFBHNabtYW1TwMC5DLy5B5HQ6LWk6LRbLBSVvRkdHUVNTg6mpKeTm5grXg5uJIQRaELCZzR/z51arVTLAaRVPHwL2+c0330RpaSkaGxsN0dQEdWnaaW1GCxl+dyF3OwUIhZeOxuacaLCXQnt6elqEdjQaRTQalcBGXTdpenoab775pniTCPzm5uYaNE4ge9hoFvM2p+qvQV2LxQKv1ysAoK6ZxkwCOuI/Go1i3759+NrXviZaGnMhX3nllYhGo3LQKETMtb9IWOSf/K4OvNW5e2gya5c1BS01H2D+8LHKh66yOTU1hbGxMUxNTclc6+RgWqDpFKv8vO5PhRqTySQOHTqEP/7xjwCyQvfFF19EbW2t4RmM99Lmms1mQ2lpKYaHh5HJZITgSEFsBvGpRc3NzclFPTo6KkX2tBeWITZ+vx833ngjgGxZH4YSaVIsBdLk5CS++tWv4lOf+hSAbJHEUCiE7u5usQASiQROnz6NhoYGQ4Aym8ViQVNT0wU0F30h64j5i7VFBU9OTg4qKysNnipK5cHBQemszWaD1+tFYWGh4BEul0tMsnA4LJ/n5ORIgu5AICCuPf6pb3Gza1MTplgZUS8evQE6xodlW1wul9w+fCYXWh9gMx7AzyiodP/4OxYK5DwxholYCr/LxdHcCz7T5XIJeQ6A2Op5eXkiSOx2u5hw6XRaxlJQUICmpiYUFBQYNooWkkwA/4lPfAJWq1V4JX/1V38FIKvZkM+kuSzhcBiVlZVoa2sTM9rpdKKoqAivvPIKuru7RdPQib1mZmZk7P39/Re4lrUL2Ly2xEa0kKF2oXlJjBMjt4fv07wyYmJ8tsYD+V1tkrL19fWJ8Pv2t78tpY4+//nP48EHH0RhYaHhEtMYHXGYTCaDSCQimSR5XqampkTD5bjsdrsQTMvKyuS8kD8Ti8VEeABZU/7gwYN47bXXZCz0iNE05PqT+rJnzx4UFRXh3nvvle93dnbK7ziWAwcO4I033kAkEhFhSXoDTTgdTKs5bgA+sqYWsOTVWmpLban9P2iLajwkeWnNhmxkne8kk8lgaGgIjY2NhjKt586dk2z4Oq2A3+9HTk4OhoeHDVHT5lvHjO/o/7fbs2U4qM4CF6aNACApSInv0OQg7Z+qrX42b32N5dCM04Ahv8uEZJq17XQ64fP5LsAozORE/XetreTm5ko5Hh3+QRxGk/FWrlyJ3NxcMeXMAClZzcC82ZOXl4dwOGyg0jM9LOOTgOxtOTAwgN7eXsNY6v5UhE8zcsmm1TiNef00XmjWOti0BsT1IpnVHM7C9dDzSE1HA7sAcPnll+PAgQMGhrhmy2uPKh0mNFWJCaVSKVx33XXo6+sT7xU9tUwEzz1N9jpJpuxPIBBAPB43xBWm02nMzMygpaVFiJxsCyUCq6+vF22UWiFNxrNnzwrPjb/3eDyIRCL4xje+gV/84hcyz729vWL2AVkvq8YFzd5ec9wan3MxT/TF2qKCZ3R0FLW1tfIgApskMmlvl9PpNOS8BbK4jd1uR1NTkyw+PRwE+Dggm80mXhM9gIXCJqiKl5aWwmaziT1MVV97dxoaGiQsApjfhCTrEYgzk7nMILIZBwLmN0RRUZGBGrAQRsXNbU6XwWdTqGmAjgm4zOPne5h2guWGFkqRwP8nllNfXw+3241Tp04ZvIo0T2kycAwvvfQSKisr8bWvfQ2PP/44gKwHxuPxYGJiAhs2bBCPCPcIg2NpctBzo004bd6YvXM0j7SgIoFOZ8vTAtt8IWj6gw6mpWlnDvfhemvMhfvFYrHguuuuA5Ddp/X19aipqTGwc3W4ANnWmUwGlZWVmJmZETqH7kcgEJAyMBzfunXrkEwmBTAmZjQ6OmrA9SjstAubY+alyb1Ok7Gurg7hcBgPPPAAgCyL/YknnjCkp+FvtQkFzOOT0WjU0I+FMB7+/2JtUcGzdu1aA/KeSqWEM6GlJLESja1oToeOPeGN63a7DW7v4uJiubkW0hL0LchUqhwcmbP0JM3NzQmYzViUhoYGZDLzUeAMGiWXRwsZ2rx68pjoyCyQmEuHmAwwL7jMYRdcPL5DP5ueAH7OVK38d/7eYskWS3O73WJ/021M8NzsKWRoB5AtP0wtkTW02EKhkBx2zZ9Zvnw5zpw5Iy72ubn56OqF4o3YdKpUAshaiGoPonnTasHMxt/okAR9QDh3OmZKs4CPHj0Kh8Nh8F6xzw6HwxAYyTATrjk1E7r7NS+Hh9VqzRYSZDGAc+fOiWe4vLxc+s3KGsXFxWhsbJQ1slgsqKmpMcwHSy7fd999KCoqkv5RWzULXPLatFZHwRyPx7Fx40aJ/fvGN76B5cuX48EHHzSUoT569KghsRefS4eHviD1Guh1+SiX+kcKHvOGIBlMD8xms10Qm2F2OfO78XgcMzMzGBoawuTkpCFy2Hyza41HmxC8HQhW0iPGOkrapGKiI2pY+obPZLLxNQuZBXo83PDm8ApuEHpLtPYGwKBeEyg1a0/ks5jV087OTvT19Rn6VlpaiurqaqxcuVJc6nq+KTS0N44biIJkx44dOHPmDK655hpUV1dLUi2Xy4W7774bp0+fhsfjES1my5YtOHv2rKHoXm9vr5DctOnDQ5qbm2tI9anXVGsr2vTUfdb7x9w0+c8syPhbCmiPx2MwWxhSoj1PdDsTrKdmODs7i8HBQWzcuNHggGD0vfmGT6fTOH/+PA4dOnSBl5WmJ59x3333iVnKy4Na0W233QafzydCjRSFc+fOIZlMCh3hpptuWpBuQm1Ea4bMcODz+XD06FG8+eabALLn+80330QkEsHevXvl983NzWhvbzesLcfLy2Qhoi2b+QJaqC2By0ttqS21P3v7yBLGc3NzBkYubeCZmRmRyqFQCKFQCH19fQJiTk9Pi6mgOQV2u12SQGn3NFnS5qYxAC19GYWeyWTEFKTmYLVaJahvzZo1mJqakgTW2raPRqNiw2tchtJdA5Bam9GcnlQqhcrKSuF88NmJRMJAfQcg1Q0IagMQU49095MnTwLIslATiQQCgYDMv9PpRH19vdTy0lHGtO31Lcjb0uFw4Gc/+5l85vV6UVpaip6eHmEBR6NR7N+/H9XV1ZiYmJB1pmv3lVdeEQr8t771LfT394vpzcbgUwCGVLBzc/OJw3V9ebPGwrVdqFks2fSoGzdulH3FcaTT2RpSDAWgVkRSG4Fy3vqTk5NCL+jt7RWtW5MemU6VILC+wam98n1AFjPs7u7G22+/bSiOR/Iq9z37PTExgVgsZsiB5PP50NHRgaKiIgM1gFwnnVeHZycUCkn/mbmAXBszjkiiKrG36667DrfddhsikYihkm5ra6sENOtxUzPU2A/XV3/v/5q5/N577xn4BzSbOPnykD8dRnIIgCx/hoCatvlo4tBs4eEuLCy8ING2Nq/4Ww4sHo8jEokYeCdkWesQfaqcIyMjBk+VBtHm5uYMHindT35mJhqyf06nE9FoVLxN/C0z2ul+8ICQR8N5crlcEjtGcyYSiYj3UBfSq6mpEY+cjoY3Y09AdqPk5GTz4zK2Znh4WDCfsbExfP3rX5dnsw66NltYsaCyshIvvfSSPJcMcX0oebh0QUPOh9frRVFRkYCm2uQ0b2TdzN4dXaxwYGAAH374oYFNz0YQOC8vT6L4XS6XEFr5XOZRYvgG14u8GV4MnA9eVmTy6sbYMgo6v9+PW2+9FW+99ZYhYTxN0pmZGTnwkUhExkDWMAAxFWOxGHJycgycOj5LEzu5nzs7OyXUJhKJwGLJcsV03qi9e/fC6XTC6XTK/qiqqpIzOzU1hbKyMgDzwsXv93+k1+qjgGXgIwQPaydpjYdVJc0bXydZ4sv5PVL5+V3mEtFUeXpwzB0334icBF2pkkKDgGc0GjXgT7Tt9QanLaxBXsAo3MwgN21e3T+r1SosYI0fEWzX6UGdTidyc3MNIDKFEz02BOxbW1uxa9cu9Pf3G2KQ8vLypFqF9vJpYcFGjUeHCNBlznGxmsH58+dlXDqEhIJlaGhIBM+VV16Jd955R7Qpc84WuuN1iMD4+DiGhobEE0dypfly0c4EvRe438zYm9frFe+oObXs7OzsBeRQVrzVaTh4qDWxMz8/H6FQSLRIXSKnv79fUnewH5pkunHjRgDAkSNH8Nprr2H16tV46qmnBEimhqrxKr3HbrzxRulHZ2cnXn31VWzYsAEDAwMoKSkBANx2223o7+/H3r17Za9T8M3OzuIzn/mMxHAFAgEpcxSNRkXL7ejogNPpxH333Yfbb78dAHDnnXdixYoV6OrqQmNjo8wTz89CNbP0Ja3XZrG2qOBh2RYtYLiZ9S3A25wZAIF51yk3lxYSOqJWd1RT2RcbAG9yv99v4BrQU6Up8LwBtCuVn2cyGQG1tTnHW1gLJa0JsdFU2LJli+TfASBUc005Z7Iw8lE04On1eqVKB5+/f/9+fOUrX8Hs7Cz+8i//EgBw5swZg5tY51th3+gA4Brk5GTTs7LCQSwWkzzRc3NzEmZAjxgdBTqol89jLue2tjYxx7T5qrUY81rS3GCZI+bM1vmeOM9a2GgtjkGROiqcYHYmM59dko194zxFo1G0t7ejrq4Ol112GQDgnXfekTLHs7OzAi5zX3GNuV+tVisKCgokQwCQFUYMlJyampIyOzk5OTh16hROnjyJyspKQ8pRza3ScxcIBPDEE0+IZ6yqqkqKQNrtdtFuSkpKkJubiyNHjhgCXqkR7dmzR+AGVg7p6uoyZOzkmGKxmAi0FStWSOkpbQpzPZiQbKGL4f9PW1TwmE0ZjW2YN4j2UnAS6JLUm5OagKaqAxBvlE7jaHbZaW2Fbk3eYvw+M99pk8psNrFpHIBj0zWDzNkD2QftgbFYLJKgnL8jT8fhcIgLuqamBhaLBf39/ejr65NAx9bWVoyNjSEcDhuSa/P3Xq8XDz/8MABg9+7dMmfajNOmIOee88HLgl4qrhUvCV26iFR4c0Q3tQ0elMsuuwyvvvrqgilx+Qx68ID5NCo6BWp/fz+amprQ399v4PfoedZj4p4pLCwUQeJ2u1FUVITCwkI4nU7RKGZmZjA6OopIJIKxsTHROuPxOEpLSxEMBvH000/LGnIdmRQMmE/VQXyFYy8oKJBkX9x33Pu7du1CS0uLAUfUAoyXEBN7kXfG705MTODee+81CP65uTls2bJFvGK6lp3VakU4HDYIRY6DWSOBee7cgQMH0NjYKO70ZDKJlStX4q233hIS7tq1a3Ho0CFs27YNx48fv4DWwMta86vMntqP0naAJa/WUltqS+3/QVtU42EEsfZO8BYwg74kES6kWRCTASB5dMxIP28e3fSNp80k3ghUCfl5LBa7QBszg8L6c45Dm0m8WTWWoG9FzTkhaY88D94a1dXVSCQSOHPmjNTcPnToEIaGhmQOqR0xdSvnQ9+41OColczOzoonJBQKGbQ0jU2Zm9ZgCPymUinxsAHzqWfpXeG6kOiZyWTk1v+v//ov+P1+BAIBg6eKOJ+56kZNTY147Whu5ObmYmhoyJBAHDBW/9AaMfHCj3/84zh8+DCArDbW2dmJDz/80GCuaewuk8lIFgWaK3oN6QQw89CKiooMYSIE+KmtEO/gOzKZDEpKSlBaWiqE1unpaXg8HsTjcdTU1Fxg/hNQ5mdjY2PYsmULAEjiMeaystlshvCIzs5OLF++3LD2GmTfunWrgQAYjUZRVVWF/Px8g2k2OzuLYDCIZ599FgDQ1NSE0tJSzM7O4pZbbpGCg4RYyGznfGi8UGtF/9cYj/ZIcZPZ7XZDbWbiJzpsn4Q7Art0edPjxJQH2vOhwbqFGieYv9+5cyemp6cFLDt48KBE/WqzTP/ObLPykJjfuRBgZnZXA1kBsWLFChQUFOD5558HAHz5y1/GwMAAiouLRRgBWQKgmd5PspcZa+J7rFarJOvShDR90CgwiEtp09jsMaKg5feopjP/DzE4s+NgenpaMg6uWrUKgUBgQRXbZrNhcnLS0G/Wih8fH5e1SqWyNdp1PBSQxSO08NRzbbFYcPDgQSGx0dzUwoqfU6DoOCsdHqFZ8ABEoPO7zLTA/DZaMHk8HsPlxEuJWCI9VRUVFeKZZFUVYP7ynZ6eNiSfr6qqwuTkJGw2G9auXStj5gWUTqflHDFVCh0WfC6JtaOjowYXudvtxu2334729nbxLHKMO3fulM+02avjASnUmHCN5quZ9f9/2hYVPMwWqLELJt7Ky8szcDI0oMlOcGOwuB8HwI3hdDploclBMHuNFmp8diQSQTgcltt5dHQU+fn5BnxBCzOtVelDbnb3m0MmzFqTFg6BQAB33XUXJicnDVSChoYGA9PUnHrADFYToGfTWJnmbmgPjNa8FhKeeg70MzgXZseBxWKRJPPcWKFQSNI66FtfY3HmPjscDskOyP+PRCKGdA9kU8/MzGBwcFAuLGrOTF7FfvOzRCJhAEX5Xp3l8sorr8S+ffuQyWQEswIg7mSfzyf7jlof54ScGHKUOEdamFNr1NrY4OAgvvvd78LlcuHgwYMAslok09wyqBnIaozUOjn/paWlEiBqZgxrjyc1nh/84AdoamqCw+EQjxvXMJFIYPPmzZLOlLjq7OwsysrKxHXO9U4kEgKUU4vnfHBNtaYXDofFVa8jC7Tg/6i2qODRPnwOjHlmNGGONy1d11xQujo9Ho8hmRg9PPo2Zp4VrfmYb2s9ICarslqtEjIxODgIi8WCQCBgMK2Ym1anSdWTbA6W1O5/Nv08bdYwLqa4uNgA/HHR+BwmY9JaC8etQeCF0pqaBYoWYPrfzcKMwkXPqdl1zQuDc8+54jPpvZmcnJT1Lioqku/rA8jn0/tB7YZmIflAQDb/EoXO7t27RYhQA+T7KAhCoZBoyWaz2WKxGKgIZ8+exbp16yRuSce6xWIxKUwHzF+u5ouKXi7e8rw4GcVvBlhnZmZQUFAAi8UiFUPJ19JeWI69oqICIyMjYvZYrVYhhmpTMRKJwO12w+FwoK+vT4RXb28vVq1aZTgT1JqdTic6OzsN/J54PG44YwAMVAReCKwiQdc7+xePx0VZ4LsBo4ak99VHtUUFD3kx2svj9XpRUVFhKJTGG4jJtoCsfUvXrbZlKXjM+BGluTnCWg/EzO9xuVyYmJgQG/6zn/0sOjs70d3dbUj4FAwGRVvjQnHC6Qo1H3SNi5jd6jysFCZUnfkMsnT1Ac7Pz0d+fj7C4bAhURJd7k6nE5OTk4ZSQuwLn0E2OH9jFl6aCgAYzUWOQZM0tZeENz+Jixx7Tk6OuM11HBNJhHNzc6Lqz8zMyObWddf4/EgkImxfZkv0+Xzo7u6+QDvLyclBXl6euPC9Xi+CwSBWrlxpSLlLkz6TmefatLe3o6CgAJOTk3KgOHaOW8dq0T3MyxDI7n3G9sXjcRGiVqsVwWDQMM9A1kSMx+MIh8MyRp2tU2te9913H2KxmOwbzjM9ow0NDQaPFPfBunXr5J1r167F+fPnYbfbxWPJjBFcR15iDJQm90tDD+S8cU71Jc0EZFyXdDqb+L6np8fQb/KRzFy9xdqSV2upLbWl9mdvi2o8LS0tolUAEPtRe6j4p45TYuNNpMuX6PQSRNX5XbO2oz1ZfD//dDqdePbZZyXlBQCsX78e1113He688065KfgugoSa9MgSK5rNq71aGhsgH0lXKGCJXD5f5/rhuGkGHjp0SEIdWPWT80UbHoCAitRGNPs2Go2KCbBQfAy1NH6fpEAzH8YcegJkCX15eXkIhUIG72Q8HsdVV11lSKFB9m9eXp6Mh59bLNlyRj09PTIfW7duBZD1xHDPaBLgxMSEgKWa16Jv3JGRESQSCYyOjsp3GhsbZdw6IwFNNc4Xx2gG8PX7zJgVc1tzn7Af2hPIZrFYcPnll2PHjh2GcAcWuIxGo3A6nYKjUPsZGRkxmLoPPfSQsOA1R4r4XyQSkbHwealUSuaOc6Y9reyf3rsao2Q6U1oI9DJGIhE4HA5x/rhcLlRUVOAb3/gGHn/8cYPlkJ+fj8nJSdnrc3Nzon1erH1kIjBgPiSBBD9dEwnIqvEMqKMZQfq5jp8C5nMJMwiNzwmHw7LhL2ZamQG3b37zm/jggw/E9Xjw4EE888wzCIfDBjYvzR4dokG8imoiVXqWiTWzNjWIxkXSJV4JigLA2NiYIRsfkAUayQJmonsuaH5+vmxoHYNjNg/ZX+b21fY9GdsWizG4letmxn/MpMPa2loA86WTqTb7fD5s2bIFP/7xj+U7NC9pSuo19/l8qK2tNdRUGhgYQENDA4qKisRc07SHmZkZYVDzOQSWtcnHPznu3t5exONxMT31mjMmTT+De6ioqMhQ54uEOx2Go8OC6AwBjJehnlOmymC1D76PCf91/CCQFXR33nmnQQiQAKkpIjR7u7u70djYKK56r9crpplZWJNga84vTTqGxjM5Ni3oWN57bm4ON9xwA4Ds2Tp27Bg+9alPYfny5bjtttukf+Pj42hpaUFfXx+ArBm9cuVKfP/738fF2qKCx2KxGBJcMQcMD4l2nTPqWU9sLBbD+Pg4JicnZcIYMpCbmyusUyC78TWrmc9dSBCRM7F69WoUFBQI1sTN+rnPfU5uqLGxMYyPj2NsbMzADOYNwM2vk27zPTx83ISMxSElnje85oQA2cTqpBFwjrxeL4aGhmC1WqVGEZDFbUKhkAgHzeMxx4ZRE2PBOs2c5Z/kqgBZQNbr9cLj8RiwI+JD6XRaNicT5xPT4VicTicefvhhPPzww3jooYcAZHEHZn/UOJ3VahVuz/T0tIF/1N7efoGrln3RHjr+mznDnb50eHCCwaAIXEaBA/NFCcwgPPes1+s18LZIZ9D90FQEs4ajwXo+l/OuHRPsh9ndT62fuXg4Tq2Vauay0+mUogtmJjFpA8C8wLJarThz5gy2bdsGYN4jRQoFnx2Px9HX1wefz2cIpI3FYoK/ff7znweQTX6fm5uLUCgkuCiQ9SwWFBTggw8+kH44nU5h5l+sfaTgyc/PN0xYJpORqoLcHGNjY8Kt4IbNz89HVVUViouLsWzZMrlhqqqq4HK5JD0BpeSRI0cMk60XZKF+ZTIZVFRUCP2fE8+J1u9jgJwub0MO0VNPPSUHlU2HEnDcNFlycuaz8zETIw+8zg+s6QT8THuZ2OgZ0qYH/6Qw4vzH43EcOXIEf/zjH1FcXCwBntXV1ZKVkFHuHEd+fj66u7tlY+nYJX2ASktLhR6gD+3YkeOzIwAAIABJREFU2Bh8Ph++853vCMBKbyfnVAsJHl6HwyFOBwo6gu5cKx4SfRiohVGz0AA/v8u+LV++HLFYTMwvbVqYLy/+PRAIiHeLffN6vcIN08Kc663NWpq+WivhodZ8HmC+8qvVajWYrzT7ebFzLjl32rFBjTAYDKK4uFguas4pc2dz/mlqe71eEdAejwdFRUUyf9dee62s7cTEBDZv3iyCIpFIIBQKiXn5m9/8BkDWk0leknZsEKwnOA8YL46LtSVweakttaX2Z2+LajydnZ0IhUIGvghV1bKyMtTU1ADIBg0WFxfD7/eLNpBKZatLsEIBNZvh4WGMjIygq6sL0WjUAOrm5eUZbGhtzy/EZdE3ChtvI976vPE0+Mjf61rj2jXNf9fYALUe7RaVSfzTbadvQPZdl5FlCtiLEf3MREb+myaq9fT0yK1M87W9vV3MG7pDgaz2WVBQgPz8fOHP0DSltqaJewAEbOf/s4ZWIpHAvn37AABf/OIXEQqFBJvSN3w6nZbSyzQluru7AUBMGj1neu04/8TkNMBPzIvVNIAsxlNWViZ5jc3zaaYXEJuanZ0VWICF8vg7mmDUUMzhH1w/M6eMfdXYoMbQNO9Hj1V/18xr4xisVitqa2sxPj4uGg+xMq/XK8n0p6enJWjUTEKMRCLw+XyYnp42jP3111/HT3/6UzGp9u3bh7q6OsHvNCZHU007aXw+H2ZmZgyar6YlXKwtKni2bduGsrIyQasZMhGNRjE4OCig7rvvvou+vj4MDAwI9ZpYjs1mQ35+vgGH0QJM8wF4eBdiF5ubFih685oBWc1Z0BtBg8x8HhsPkz5QLFGibXWqruynOVeMmQCpvU76fRp3MfN39NjsdrvEe+Xn50uFAlLp8/LyUF5eLqaQ3W6XYorHjh0DAAHeyVrlGDds2CAeqvz8fBkLa9rn5uZi5cqVACBs2enpaXR2doqZ/dprr8nzamtrZS8wk4DdbpfLanx8XOZCM6i1uaHHr/NlszGlxrJly6RooF5zc3hEIBC4IJEVLwleVFrgExvTa0BSoZnIyP/XZhLfo4Fs3S/9md4rZi8kz4TP5xPByFzh69evFyby3NwcYrEYvF4vAoGAoR/aVKQJ3NXVhWXLlkkOHyBblSWRSKCsrAyvvPKKwaxm0cn8/HyDiciskHyuz+cTgXWxtqjgeeyxx9DX1ydAKIUEN5HZ9Q3MB9PxtuONo+0/fmYmqtFNrHEOs42uJ9IsZPg9XfqWNw0XW7uS9bM0+Gp+H5N8mYUD/25+pjnEQo9Fg6p8h/mZfAbBbH42NTVlSGnw5S9/WcYbCoXQ39+PkZERKbd7ww034NFHH4Xf75fNz5SegUBANCQgqzWtWrUKw8PDyMvLEwxkaGgI3d3dhlJEe/bsQV5eHsbHxw3an8vlkrkeGRkRTGjTpk04deoUSktL0dnZCQDCLjcHHes11sKfOILG4ygUiHWQBKcPP4U0AAGhOb96bXQWQvaDQcxmjIckvYXWl3/XYzELJOJ8C1FF9F7Q/8Y+aDqI3W6X8jl8Lj1bTU1NsoZ0m3P8FApHjx5FOp1GcXGx9CUWi8Hv9yMWi+Guu+6Sz4mLzczMYGZmRp4xNjaGU6dOGapuEMz+yle+gou1RQVPV1eXuAI5gEwmy+rVGfcWmkDzZLJxQ2mXHgfG5y+0cAs1M4CVk5ODcDhsCDrUmf60VqKfqU0zamlaeHHBubn0zUWBpr0ZGsDWY6GQ0vPBPCvmDcff5ubmIhAIyPjoEYnFYmhra5P3OZ1O+P1+lJSUSBKptrY23H333YbQg3A4jJGREZw5cwbBYBAbNmwAkN1AvCB0X8LhsMwPLw/ymgKBAM6dOyfj5mXC/tD8aW9vR15eHnp7eyVwtKen54KYOK4F50pfAtrcZNNgswbttQaieTekU5jDKEiR0PvGarXC5/NhamrKIOzMprket94vuq/UJHXZanN8HT/Tl5N+H0Fc7fXk5xQwOjFeOm2s3ca9Z7PZ0NXVJe8sLi4Ws5t7jDwgHQhOpwoVC66ttiB0Yjo9Pwu1j0wEpnEAbWpolJ43Bg8GPzN7JrgY/DezKcKFWAzX0X833wLAfAyQGSPRuAtgtKm1xkOPlvlG4oRaLBbR5iKRiGEzaG+RHhM/07cqv1tYWCi8Ib1gPp8PNpsNwWBQNorL5ZJCcrOzs7jnnnsAZHky0WgU4+Pjhhtt9erV6OjoQCwWE+wtNzcXW7ZsEfP3/fffBwBZU1LoeUii0SiKi4tRUFAgWALdrYODgxdsRo2LMNtgZWUl3G63oYCdzkmtQ0sWWnfOH9dK38L8vtl81c/U9a8Yg6Q1bf0+8141e9LYZ30BXWy/UgibhYwWJgtBArqZtWizpm6xWMQcGh4elj7TPOY8UVA1NzcLZyoej2N4eFioLEA26p10Cm0Sahxzbm7OkFWCZ1Bf6hpPXagtebWW2lJban/2tqjGw8TulMJEr10ul0G6mzUdNi2l9W2ktRFtF5tVWP0883cpZbWK3dvba8hHA8zn3TUDwIuB1ubn8sbis5ljhxwcckh4A5OX43A4DKkkJiYmUFtbC6fTKbgZqwSk02mMjY0Jn6K3t1cYzjo/NW/RRCKBHTt2AIAwmXkrcfxjY2Po7e3F4OCg3HLUCGOxGPr7+4VuPzIygh07duDrX/+6eFH47MrKSiSTSfFOlZaWIhaLoaamBplMRm7cAwcOiFZJ7QLIpjnlHtAVSoF5LXEhkH8hDEXvD7NpZTZ1zDibxigvhqno5zM30UK390KOCvMzLnZGqDlQM9SfcX21iUNN2XyGqEUzZGhiYgKZTEbSvVKLISzicDiwatUqIcBWV1dfwEHLZLJcrtnZWQMfTjObiT2ymSERc18Xah9JINRhBk6nE/F4XPACdkqXfdX4hwZfzRtrIRvQ7NUy98X8XXpA9CHOZDKiWuvvmk0yrarOzc1JhK/H45Gk3TrtB71wNIEASK0uJpDSGA83DE042tNHjx41eEpoYpnBU0Z+mz1l+kDrOdXvYisqKkJJSYkhkRXxoeHhYcTjcalXX15ejvLycvzgBz/Ahg0bBPt58cUX8cEHH+Dll1/GT37yEwDAT3/6UzidTpSVlRkEnS4FYybB8fDoQ2wG/PldHkAzdmje4BqgX6iZv292Wev3afOH3+VhtVqt4rljM4esmPE/YH4f0BQkLqIZ6WavlsZ8uF4aQzQLKqvVKoLn8OHDsFgsWLFihST5ArIZIJn/qKqqCjt37gQAnDhxAl6v15A9oqqqCldddRXa29ulNDYwn3OLeCTPWCqVkjANzdj+KFNrUcGjS1vID1SKU3aK4JYG4bQEX2gDaS0EmMdiLgZUL9Ti8TisVqtoCWvXrpUE1fr2owQ2b3C+12KxiOuXh90cNJjJZDA6OopUKiUlWgKBgGglWuPRtxmF9Pj4OMbHx5GXl2coXpjJZAzgnvbGaG2NfdagPBeX+VvMuBT7RS8M35dOp1FUVIRAICCJ5AsLC5FOp7Fnzx4cP35cDtrU1BQymSzLm9pRRUUFQqGQjFMLAj3v3A8sd601loW8QLqZsQ8z1QAwaktmTUkLFPPnC33Gv+s9wtgzzgMwTy/Q2OVH4VPUlnUzCy6NJ1FQcYw69MLs9czJyRGKAvsUjUYNRQsYCOr3+/Hb3/4W11xzDQDg0ksvhc/nw8D/x957R8dVXuvDz4xmNF0adcmyZBV3YVwwBhuwQwk1kNAJLTfAJRcIhBYICTfUUC8plJgVQhJKnAABDLFNCGBsUx0XMBgb3I0tq7fRaEYjaWa+P+Y+e/Z5dWTnR9bKd//QuxYL+/jMOe95y373fvaz925sFG22vb0db731FoLBIPr6+ixjTE3RPPxCoZAFXDYryNi1/QoeNi29+GI98Fod470EaM1TaSS0m4vEbhLN/+sNtmvXLhl4BsBRYPJ9JqjMxv4NDQ1JSAE3sMfjsZAQE4mETCi1I9YHJ7DOxcJNwlzKQDaBFE8MrXZTgGtyodYY9HhoAI8C3ySb6XEinUCbGZqez2cMDg7izTffhNOZibfi/QMDA2hoaMCSJUtkXA855BCsXbtWNDetlVG4mJue/aIw0p4/01TRc61/b64Pu/t0PzQ4aj7HvNfu9zS17FzhgHUt67ky1xq9a+b79KFid1AC2WojPIi4xqiJ8eACIMTP3bt3o6GhwUKJcLvdeOSRR3DQQQfJoTI4OCg1u9577z0A2aKRdGCYhE9taQAZzVx7gIGMQ+JAIRMHNLXseAXmAGvkW6tbdKvqAaYXyDx9tECz64cdHtTU1ITS0lJLyo1UypqP2DT3TAyKJzOfzdg0k+QVDAYRDocxNDQksTGxWExUYAoa3V/2iX3WEcX8d13OWZtEOTk52LFjxzA3/YwZM/Dxxx/LKQZk2Ksa99KN362FE00f/jsAKdVL/GjZsmUAgKOOOkq0JnrzmpqaxMzU8Vd6bsx5NE1uPS52c26nKfN+fc30Fulmmj8jCRgTSwIgGF0sFsPOnTvFszh79myhN+hnMC2KTmdK7ZKbVZP/UqlMLmgtgCl0AKt3iwcKDy39LQ5HNt6LGmldXZ1F66dCMH78eOzatUvub21tlbXIQ7aqqgobNmzAnDlzLAKQWK/p5eNhrxURCuz9tVGv1mgbbaPt394OaGpptUqfLpp1TE1Fn3RkfcbjcdF8+Ds7IM6O12N3crJFo1H4fD5JywlAsAyTd8Fn6edpLco8Xcw66rzO1J48HajKcmzsxomaxdSpU4VKrvEP2sYE8bV6vnfvXsspBwANDQ3Ytm0b+vv7BXegxrO/MdNkNo0V6W8cHBzEggULsH37donnSSQSmDp1qsWrRS0tFotZ2MUmN4pN90njIpzzkUytkTSUkf5ucrf0WOp+mHFMfJfWcpl7Kjc3F48++qjM+SuvvAK3242CggJhZo8ZMwalpaWoqKiwxCvm5uaip6dHyJRM0UumsC5NoxP563hA7hcWqrQLy6EmpfP5kEXOee3t7UUwGMS+ffuwa9cuABnTbObMmZbCk6eeeipWrlwp/64hEprQJkFQRwcA9nmYzfZPYTzmg7hZdRoCDoS+B4DFtgVg2bx2YLIWSPq9Jmgaj8cxZsyYYa5HqqR2QDKQFUR6Ak3ch2olTSfa08wTbeZFtjNxHA6HxW07ceJEeL1eyYXL63w2F75W0/Py8tDd3W15dn9/v9S6MqtK2n0vmwYJ9bhzjIlhdXV1IRqNCqhKHKetrU1qLDHZFwW9HS43knmuMQ07kuZIZpEJTOtmYmG8ZocR6ueY79TCzuVy4bPPPsPGjRvh9Xoxf/58AJmxJgamCZVbt26VcjUMYeD8FxQUIC8vTxK1V1RUoKioCOFwWPre29uL2tpacUpoRwWdKPq7WWKHteX4XDo7CgsLxavF+Q4Gg4jH45JRNJ1O47TTToPH48Hnn38OAHjyySdRW1srrnS9HrlGNVSgvdf6cPuXMB4uaLtFYAJjI02qBjaBDK1bRynrDWgyPE17koPQ0dGB4uJiJJNJidRm0/fv7xu0BDftUV3DnN+nB9X0ppgaHP8+ODgoNalLSkoQCASk1Il2p/O3up+Dg4OSUlILVubYaW5utiSzMvuj+64Fo6kF6H7k5OSgqakJNTU1lhN38eLFOP744+WkZIQzE7ab2gPbSHwt/ptezLrpdaTnbX9Cye4AM4WgnRalo/J1mtmioiI0NDRg3LhxmDVrFn7wgx/Is2KxGE4++WQp3+N0OuH3+xEIBOD3+0VbdLlcEnaRSqVEEDC2Sef0odbrdrsRCoUkviw/Px/hcBiFhYWWyh30OPX09Ig2xlCfrVu34qCDDpLsBTk5OZLK9cQTT5R4uaGhIVRXV8thDWT4YzzY9DyYmJy2KMx5tPMKm22/gkeDwLqZEo33aCBaS0C9uale8j4CpIxlGWnR0U0IQKLaTY8DF5spfDhAdqCv0+m0ROxSoJokKX5HMpkcljjM7Cub2+0WwK+goEBOMy3YtMDWm2doaAh5eXmWPvObAoEAnE6npZLlSBqGHhfeq5+lk6hxUcViMbnv/fffR1FREQKBAA455BAZs1gsJsQ0veBGAovNcbIzs9lMU01f099qZzrrZ9sJNI41Dz6myBg/fjzq6+tRV1cHACgtLZV8y1dddZWsD2oBgUBADj2ui66uLikCCGR5ZVzvFBA+nw/5+fnwer0ipPx+v3ivWPud/SP3SpN5mYFSQw1lZWUiNJqbmy3wBoVUe3u7CK8zzjgDjY2N8Hq9+OMf/wgAuPDCC1FSUiKhM6ZloL16+rqe9wOtR2AUXB5to220/f/Q9qvx2IGvmuSkJZyOAges0apmugE+x+FwyEnCE4v0fz5Xv4cnvN/vF5BLJ6JKJpMSfmCehNocZNOudp78dqArn2GabZo9aj47nU6LHa/Hkr8xNRC7d7JgoUzW/5LJyNfQ/KqRThttpulvNrWCWCwmSb915gEAmDlzJt555x0JFRk/fryFlKi1Szu8z47Ppd9t3m/ex3sJDJtjZ7reNbhMPgq/MTc3F2PGjMGsWbMAAJMnTxYgluYP73U4HFi/fj1CoZBo29dffz0eeOABy73MFURsUfPb7HAppsZ1OBxivpoJ5jj+Pp8PPp9PgomJvTGnN5BNCrZjxw60tLSgp6cHW7ZswcEHHwwAWLFiBfx+v2BAHI/Ozk6J1mc/ly9fjv/4j/+QyHTdf7Ko7ThLI833SO2APB5zQmkqmYuGm1JvXC4Au8WicQ1eN80ALTCi0agl2pbP1GZPTk4OwuGwRNUDWcq5ndmkBSs9ROXl5cOqnLK/TDxlh1OYJgCQoZ9rdfyfUUH1BqVQ1qZkLBZDKBSC0+m0eNVMoWfOgb7PzhyisGY+YP673+/Hnj17MDAwIJgGy9dyo+nDhqavuW7MmCy7vupvteOPmeOrx53VaYEsXuP3+1FeXi7m0+TJk4X3xXtZrkljVexHbm4u/vCHP2BoaAjPP/88gMzGpNnDDR+NRsX5kJubK+tU7xNNMOX6YnVPfgvxPlNIMce5OW+BQADpdFrmw+v1ymGXSCTw0ksvAQBqa2vFmaPJq/39/bKeNScsGo1K9RVzDrhGTBzWnLt/KWTCXEAcSA6ifjkXoB0j1QSdOcjaVTwSMMoF0dfXJ0mw+G/8SD04hYWF+OSTTywYFPumsQPzXSQFrlmzBuPGjUMgELBU/ORgmht8JEFSWVmJ4uLiYcF0dgJYN/13Yjz63/r7+0Xz0BU1R3qG3Xs1+EqMYe/evRg3bhz27dtn8QoyzUZ9fb0EjrLsr3YFs9mdhuZY636Zi1sLaC0A9VjrNUOv5uDgoOBp48aNw4wZM1BSUgKXy2Wp6BGJRCyVGSi0GHaimcHNzc0IBoM47rjjpA55e3s7cnJyMHHiREknW1VVhYGBAalmQq8RK78ybSv7T3Y8wWQgW92EG1vvI903rcHSs0ksp6CgAJs3b0Zubi5CoZA4Nqh5MUslNR7uUc2wpzbNA9n0lto5b7ivKLxGmm/dDujV0o0v5iBSsOj8JKaqTeGhr6fTaZGo+tnssNaC2OjKZuMpqrUpTobuB2nmXOCmd0cLNyBzajCamt8XDAbh9/vh9/stCa70xJggHPOamJkX7YBT/U36z4zp0hstkUjIxiH13VRt9ViPZLKYgj6RSEjMja6P5nK5sHnzZjQ2NkoSL10YT5vipma7P2/bSN+tNWHzm9LpTOwbNcHS0lLMmDEDdXV1KCgosNxPLYauaCAbeBuPx21hAj1esVgMjzzyCKLRKObNmydhMjt27BCBR8EzefJktLW1wePxID8/X4I2mZ2Az6QA3LdvH1paWqT0EpBNFex0ZurXa4E0UhFBgvz8vvz8fAmPqKmpkd8UFhYiEomgoKAAyWRSNNfKykoRgFy/BQUF8Hq9ljgtzjnfSw+07kc6nbaUW/6XBA8fasYSmd4L/XL9WzuthAtypM1nLjjyZnQKUC5OmkjapmZlRV3JkCaZmbxM4y5sNF/0+7q6utDd3S19p6tQL3b97dXV1XLa6vitf3bjcRzMPMBAFotxOByipelnmxqSdnfq7zYbvXiscso5z8/Px7p163DiiSeKV2vx4sVidpr9txMyem2Y5pJ5/0ga4MSJE1FbW4uioiJJw6GTiWkBQvOBgazmd2ph6XBkCXiaPFpSUoLOzk6MHTsWDkc2+VtLS4vgRg0NDQCAr3/96+Kp1OS6aDSK3t5eRKNRtLa2ioZaWloqVUHZD+11JacKyOA3bW1t6OzsRG9vr6UsDzUmFs575pln0NTUhJtvvhmJRAJnnHEGAGDTpk1444035PDjOFHYsDYWkKERaMFs1jcj7UJnJWXpJn0gHwhSGPVqjbbRNtr+7W2/Go9mJ7OZQCqv2Xk4NAZk2vF2mo3+DZ/LfzNPUYLZrG4KZEug+Hw+sTdp09Lk0r8nb8jU3ngimmYjqfbUphgsyNOWp0BZWZmFF2R+jx4L/W2m9kUPhv7ueDwuJ6vOEWOHH5nXzXfrcWey7pycHHkHkMF+ysrKUFtbi/Xr18u9rLpBs8N8vul8IPCsvWt6fRyId8V8zXV1dbanscORzcvEcaTpyPsHBgZEK2Y/tcahCz7u27cPp512Gurr6y0nfFdXl2g/fB+9VKbZ7na7UVhYiJKSEkyaNGlYSWEg65GKRCLYt28f2tvb0dXVJRoPzVr+htpZLBZDT08PFi1aJNpKf38/LrroInzve99De3u7YKIejwdvvfUW2tvbJW0tx4PjQ/OwsbERkUgENTU1SKezke+cC+ZU0niOxpvYRrJo2P6pkAm9mOxUdY1DmNftkHr+mymQTFczAWg7U45NCwiHwyGuQZ1DmWCZNvn0t5jfRKFmYgyarclrGsegCVBYWDjs+0yBPJLJwUbbm33hMxhykkqlZHFqwNhuDkyzV7+XgsDtdiMajcphQ3t99erVAIA5c+ZIxsPbb7/dAkDa4Xl6vvh/MmuBbLoHxq/xHgKhJGrqTbJkyRIsXbpU6nkfcsghEu1P7AHICCQCxnpudclpTcHQWSt5feXKlTjppJMkNIHCJhaLSUkYc83wu+2Ii/S06Wv6fXl5eQgEApgwYYIluptANGEF5rFubm5GZ2cnXnnlFTz44IMAMvXLCgsLsWzZMvh8Phx00EHyjc3NzSgrK0Nubq7gNRqrOeywwwAAv//971FSUoIJEyZYHEgEuCmENeaj6SjAcKeUXTsgxmPncTD/rDeRifvYAcZ2ILR5AvKa1jKYRlRrR/r0IpajNR6ynLkwNN9In6ojYQG6z6YHTSP/wWBQvCp+v39YqgCdD0c3PV6mZlJYWGjxpLndbsvpyhPXbHZ4yUgLQQOvjY2NGBgYkHEGMmkgGhsb0d/fLxR8XYxPp3vQ4R8EcfnuQCCAqqoqcW1XVFRIwvlkMokPP/wQQKagHMMH9HjzfU6nE3/5y18AAK+99hq+/vWvY86cOejv75fNQDY6N6wW+sQo+N0MX+EmpJbQ3NyMDRs24JRTTrHUgQcyGq2mM5hja7dnzGv8Ns1Z434x4yA1HqWTsQWDQVx//fUWjW7nzp2YP38+IpGIpPIoLi6WvaKxmP7+fjmoWQ577969OPPMMxEMBoeF67Bpb7SuFKKrjfxLgoen2kgAqXZN68Hjtf2pWyaRTX+AeXJzQfPE0OqfmWaxpaUFfX19ckJpjcbuFLaLpB0JfOU362ewb9XV1aLy2plXpmvSTuCYwry/vx/t7e3iFmVQIBcjTz87YF+/ZyRNSN+rwzgikQg++ugjABmQ9dBDD0UkEsHixYsBZGs6mWNKYR4IBFBaWirR0hMmTEBVVRXS6Wx9barrzGl0+OGHAwAOPfRQvPrqq9i0aZMltzfXhs6sBwAvvPAC3nrrLZx88slScJBgJ01gM+ka543fTRNdOw4mTpyISCQinDDeHwgEUFtbayHFmvNtmu3moWV38Op5NP9da85mHqWCggK8+uqrMs5bt27F2rVrEQgELKA5zXPtwaJwT6fTQheoqKhAS0sL2traMHbsWMu3meFOAEQzNQHlf8nU0iqy/rvZAVM70L83r5sToReWdjnrZ/DEZEmNvr4+iwtfcxACgQAKCwtF49Gni2kOmsJAv29/m1kG73/Zw6FQCMXFxcMSmZumGDUEnZZBvxOwanv9/f249tprhbxGLYJakI4yNsdbP9ts+ho3D7MjJhIJFBUVidDYvn07zj77bNTW1uKTTz4BkK1GSq2Oi3PBggWoqqqSMsmcg5ycHDQ2NorZwG9xuVxS2pkCKZVK4fTTT8e8efPw/PPPW7yMJjOYOE46ncbzzz8v43/KKadg/Pjxtua1Jjmyb2TpptNpGdNp06ahqalJTAwGePp8PjQ0NKCrq0s2tiko/tk5sBNAGu+zayaG1tDQgL179wLIMJGrqqqwdu1apNNpXHzxxQAyNcwYY9bX1yeEQ53Bks+77rrrsHDhQhx77LHIz88fJry4L7TVQRY7n7E/rzXbqFdrtI220fZvb/vVeHiqmUCojuDmdTu8B7DHG7S0NLUKE6ii9Hc6neJFoupLxqWZHMnlcol25Pf7hT3K3DdAVtux09T47yaeY+JBVFO1mWXeq7/ZzuNnB27rZ0ybNg2//OUvAWSwBZ5AAwMDFmzF5FuM1A8TZOZ4sL55IpHA7t27JXdMKBTCY489JknfgYz2QYZrTk6OEOnGjRsn66Knp0eeTfMwnU5bzBOCwDruiDyYMWPG4OqrrxbsZ8WKFTLnGvPg+5iiAwBeeukllJaW4qSTThKTie/k6U4Nq7W1VUo8x+NxMTkmT54szxwYGMCmTZsAZMyT8vJy0Tw5HiNhOaaGMlIzNaYDadv81v7+fgtcMW7cOMTjcSlDBUBi/gYHBzFp0iTLHjAx2Gg0is8++wzf+MY3sGPHDjHzNQBvrlXuP42fcv+N1A7oTtfeHQ2EmQNyoIE1yX+8pj1FVNEURebXAAAgAElEQVRoZzudTkkBYYKEdoA2/z40NCQu7zfeeAN1dXUoLi4eRmTTMSe6HQgT0ebT2LFjUVZWZmGX6gWnv5WCciRhYDYuFo1H9fX1IZ3OpNbg5JoCzY4RruNp7N7HIEkGinIDspyPDl9wOp3o6OiQUsYMhOX8cV55v8/nk9JI3AwENplZj5uY5DzieUceeSSADPazdOlSbNy40bI+aOpprI4J15544gmMGTNGqirU19dLmglukjFjxiAej8sGZqXTyspKlJeXCwnx73//OwBIIjdNrDVxOj322mwf6ZAz54p/1vdqCIBrAciQEffs2SPf4nBkaAV5eXniJFi1ahXmzZuHtrY2C0mSKTUYbM3n3nfffVi0aBEOP/xwoYW0trZKbJg+sIkTaacJg7X31w4Yq0Wthw+0A8C098ruJNebVbsx6TIGIKxiXSaGEbumC1j3z85zY3qftmzZgk8//RSpVErinBoaGgTtH+l0sfuzxjQCgQAmTpyIvLy8YaCziSnRQ6f7bvbV1CLtuE36+eTxUFMx+2yHHY3098rKSkQiEXR0dKC6uhpffvklgMxiJt+Di53CIpnMJIbnM3bu3Il0Oo1wOGwpbQxYa9IDkN+bBRgZ4qArPHCcvvnNb2L+/Pn405/+BCDDqSE4bAr7dDqbXP/pp58GkAHKzz33XBQVFVlKAxFw9nq94rlra2tDZWWlcFSYPIv4oc/nE+a46RQw54nX9yd49HyPhBGZAo5hDdz0TDrW3d0Np9Mp/WtubkYoFBKMjOuQGqfWmOnUaGxsxNixY6X4X319vfDmBgcH5WCPxWKS9VBjnGZtO7P9UwX9tEoJDN/wekBG2lAmoGkCfzoiXG9YHbpgah3m6cDTVocbdHZ2Ijc3V+J0CBKuXLlSVG/d/pnTiK28vBxlZWViHmhTlM/Sf9agpqmBmN9CLUXzeIAsWc3tdstppAWPfsZIIKVe5Hx2U1MTSkpKMDg4iMbGRulfIBAQbcA84cmV4Wk5YcIE8ZxQc9LfrueVGQY4dtq9zX/X40UhkpeXh6uuugoAsHXrVixevBiDg4MWL44+GJPJbArbSCSCRx99FCUlJTj99NMBZLw4LEjHDQRk3MozZ85ETk4OiouL5RsrKytFc9AUCTuOjqkFjbS2+Jv98eS0U4ZNc9Q4RpFIBOFwGKWlpSI0SkpKLOPPdUOHgpnixOl04pZbbsFdd92Fn/3sZwAy3mKtfeuwC2q4mlRolyxPt1FwebSNttH2b28H1HgA6ymkbUQ708Y0L0yzh+430/QgL0Tbi/w7paqpndhpCel0WtyjQKZOFpNwE3jW7zNzyuh+2qnNOp9sOBxGcXEx2traLC7ykWx/7WY0TR0TVNRja6bWoMpL5rKJ8WgN0Y70qBvHlPmWqaITMCaeBEC0SNIZCNhzPVCNZ80vvsuMZAay0c662gbv1XPN3/JbNXGvvr4eN910E1atWoUPPvjAwiEj1mfiIh6PBz09PQLYT506FSeccALy8vKQTCYtlUP7+vpkTug8OPnkk+FwZJK0MbLcDsS3a+Y6HcmhYIdl2j2bMAi1LTLOiceRSf/FF18gGAwikUhI0jLeD8CinQJZasvcuXPxxBNPAMgQSadMmSJalp4fss21XDjQWOxX8BA40iolwSit4lHl1o2Lnr/VSatCoRAcjkxSK6pnkUgEeXl58Hq9liTmeqOaYLa5Kan+a9ODeARrm9M21fmCzc1KjIGDy3vIKNUbiYNumkv8jR3Qa4KI+vd2dr42X+kt0iQ6c6Ga3kZTsOpFoTely+VCeXk5tmzZIpHoFMxaaPt8PotZy9bX1yexczoDJXEbxncBWSFGc5d94oFgNprijJ7nd6fTaRxzzDE45phjBPvZtGmTCBD9vTwInU6nJdr8oYcewuzZs3HGGWfIdeIfsVgMr776qsz5wQcfjPb2diSTSdnwNLXsHB0jAc8jmVN6Tg70G2YQ1GYzgV2/3y97i9UsTCDexF/1ux0OB84880xcd911ADLlwZcvX45TTjkFnZ2dw1jKZuWJA7UDgst8OJAtQk8XIxcRmZ/mIDGBO4l9gDUei7RsAEJu0lnzmZLSPLm0QND90wQ1jRlQKOqFT6lNPIgeIrrz9ffoSqFOp3PYoGtvjm5aeOjJNsfJztOkNUitUfDE8fv9Mk4a3zGFnYkbcKFp4cn7WltbkZ+fL94LPV8aUCRblQnKdfoOCmgC0roxVsrspx5rLdA0tYLCKS8vb1ia2lQqU9H0vPPOA5DBZ1544QV0dnZK2AmQBbR1mE0qlUJJSQm2b9+O+++/X+Kb3G63aAgrV66UmlhAtjCBZtDzm8x51/O5P6zHnDfzADL/nk6n0djYKOuSfWa/+vr6RPAUFBRITBsPGD3uppXCQNpIJIKFCxcCyCSBv+2227Bs2TKcffbZAlwT99FYmonn2bX9Ch6TKWpepxajaztr13thYaEAiBo1p8lmLjiHw2HJJcwCZxxM3Q8OoNYetHdEZz/UJzX7QVNB0+WB7OTZgc6mVkKTzs7kM0+SVCpbY90uX4kWnrxf/5b/5wINBoPDDgSz6UVrAv3m6ZpKpdDe3o59+/bhm9/8pnBfRjoNk8kk+vv7LQnd6Kpm2WpTi9QeUlNb0k0Dk9oUowDUY8Xn6PVRV1eHH//4x1i9ejVee+012YA0GfXprB0mLpdLDsjt27fj008/xamnnopIJCJs37a2NoRCIXg8Huzevdsyzmym1mP+WZvV5uFkOjFG8pglk0m0trYikUgI14aR56FQCJ9++ilKSkoAwGJeaROYHipNLxgaGpLxSiazScMef/xxfP/738f999+PxYsX49hjjwWQmUeaalox+JdMLT5Y4xE0b/QgsBRGQUGBTJx2vTJ2BshOMD0f1DT0ya8L6RET6uvrs5QHofTWglGbOHbpPPSGdzqd4sXQk2sWA+S36P7x3/v6+lBSUoLdu3dbFr6deaOFommWjWQTU5sgcbK3t1c2byAQkHHq7++3VBPV7+E7RvJ08c/MlMf6SwxApcZlxuxowcpnBAIBEQbaDPZ4PIjFYvD5fBbPE7Ec3R8KaP5f0y2o6Zn4Fw82LbAGBwdx2GGHYd68eXjllVcAZDyZgUDAki6U2g/XB020nJwcvP3223jttdcQCoVwxRVXWMbMDPa1G3e9Huy0ILNpD5HZ7LCejo4OxGIxoYjoA56154AM8bS5uXnYoUOPovbmkaPEeef7urq68OCDD+InP/kJ7rjjDgnjOf/889Hb22sx/f8ZU2vUqzXaRtto+7e3A+Zc1iBhPB5HJBIRII1AXElJCXbu3CneFjYmlKLqDWTDHRwOB3bu3CknjzYjdCMGw7I1ANDT0yP2Pn8LDOfNANZcsRrspnlCe5T36xOYv2XKBXI6Jk2aJP34+OOPJT8LMZCmpibhs5hmoPbS6evUADnWiUQC/f396OrqEmIW07zSq8JvbWxsxIQJEywaH5uJIZleEzaPx2MJk2BBOfK49EmpAXXAGkRMwFXPOfEehk6Y46xxBn4fAX49fixPowNKtZZFE0H/3e1245RTTgEAzJ07F7///e8lYJXv0+9n/xkSwfcuW7YMAPDtb38boVAIg4ODw0pZm+bTgcwN3fRvtbaszWXzeb29vZbcSQ5HJlsDsSlaCBMnTsTOnTvlPp2yVoPkQNa01VAGr8fjcfzoRz/C3XffjRtvvBEA8Nxzz+Hcc8+VnNO6z/tr+xU8rBap3W4+nw8lJSUWdDyRSKCqqgo9PT3iYmQpVnMjsFN79uyBx+Ox/Tc7G1ebVAyjYOkPCjsKJ21ScaNRWJoTSvBZA9AExKuqqgBkMIPx48ejvLwc5eXl8ttFixYhJycHe/bssdDES0tL4fP5EI/HxWRhGVuOB/usY5RosgJZjIqVCoDMQiOYyLzLACw5cs3GbzaJnebm8Hg88Pv9KCoqkrIn7Ac3shbq3CQ6TQUFxdDQkOBzfIb+j99LENM8MDjXpgmal5dncSBEo1GpImGaa9w0ukZYKBTCT3/6U7zzzjt48cUX5X7trNDAK4VlIpEQ4um9996LuXPn4uyzz7ZdrwcCltnsgOaRzGG757jdbnR3d6O/v1/gDWYXoOePJtiqVavE1E2lUlJZRHtoaQLrFDOmg8DhyCTau/baa3HvvfcCAO644w68+eabaGhoEEXgQKxl4ACCh1ny+bFkePIk0MFhqVQK4XDY4q4mqzU/P99CUc/NzRWU3cwap5t5ephsX7rI+aEDAwMSP6Qz3WlwlVKZQCUASU0JAJMmTcLEiROlogSfq4FRLvxLLrkETzzxBLq7u1FTU4Pa2loAGRctJ5KTT+yA30lgXvNWXC6X8FV27dqFPXv24NJLL8UxxxwDAFi/fj0aGxslOTeFKDXAkbxjdqel2To7OwW0Xrt2rXz7xIkTAWSzHwLZYndDQ0OWmByuCe2F41hTU+E1n88nybpMrxwFlHni8jTnIcFDgxnx9GlN7VbHmLndbvT29mLWrFmSce/RRx/Frl27LAJH9yWdTiM/P1/6EQwGsXnzZtx44404++yzLfea2vpIILPpwdPX7QSOHVbncGSS/ft8PnEE0Hvs9XoxY8YMCWyNxWIoKCgYhk1xH6bTaRFe/f39iEaj8Hg8wxw6+iD4n//5HwDAzTffjLPPPhvNzc3i6aqtrbXQZ+zaAQmEOv8uFwKJYtq7wIWozR+eFnv37pXrzA5YWVmJffv2DeOjmPFMpmcEyKqB5BRxkzidmcxzPT09olZSM+js7ERJSYlkwBs/fjzGjh2LiooKeL1eC1DLyG8KL6r9Oqsd+3TNNdeIwFi7di0A4L333pMJIDBMV246nZaIbCCTS/iLL77AwMAAxo8fj+nTpwMAjjnmGDgcmbiZG264AQBw+umnIxgMCo+G49HW1mZR0fWGN8fR9KpxwTU2Nopw+PjjjyXNKWOB9ElJ06u3t1cqgHCsWQVDm+hcsHpudeUQHZbDedBlW/h3OhXY90gkInl/zJgvVmDQm5/EVa4hALj88suxZcsWPPHEExLPBGS9r4lEwraaiI5v4hiPRImwu27nUDDBX30dsHo6SYQkJw7IAuXJZBKHHXaYJAg78sgjkUgkZH/xedzb2rucm5uL4uLiYRQWhqUwQyUP+4ceegi33HILZs+eLQG9L730kuQCGqkdMBGYzv8KWBFrU8XUphOFE5F2rZXk5OSgvb1dTCAAUkNKD7ydyQRk3XW0zbWmRDNJq5DJZBLTpk3DcccdJxoIsSbauHZVOWkO9ff3C4tVL+Z4PC6T53A4cMQRRwAATjrpJPT29mLz5s1Ys2YNgIxWMn78eOTm5qKnp0c2WENDAy688EKUlZVhaGhIeE3EWHJzc0ULuummm/DTn/4ULpfLIrB7enrkhDddmVzkpgeK/+cp5fP50NXVhVgshvnz5wsnprGxEV1dXfKNnNtkMolwOIzc3Fxx57K8stn0fGpTktqo/h4KqGAwOMwzSWyM38K6ZfS66W/UXjFtRvCU12792tpaPPDAA1i0aJEIQL/fLwGjWtsGMmvY9H7qdT+SANpfG0kj1a53/SwmRtNjp+Mdf/Ob36CmpgYAcPjhh+PVV19FYWGhJdk7tUEeFBzjnJwcwRj1+0gE1Wuhu7sbCxcuxGOPPYZHHnkEAHDNNdfgpZdewiWXXDLi9456tUbbaBtt//Z2wJzL2qSipKOtqD0y2isBZGN8mIdFR7MS+4nFYhbVlr/TpyLxGe150BwSbcPzfq0pkV3b1NSE1atXY8aMGQAyZW9qamqkUB+1G7JyBwcHxXYmmzMnJ8eSEIvmE8055kDu6OhAOp1GSUkJLr/8cgAZ9uju3bvh8/lQXl4umgZJiKS/U3srKyvD559/jnHjxskpPG7cOJxzzjnCXmY/IpGI5FbReInd6WuaPCTB1dbWorOzE9FoFLFYTHgaBx98sPRJn5Q03zQTtrCwUDhXWstimgaNJVC9HxoaEm2Sc0vtRTswwuGwRKfzm2KxmEUj0FwsEk9Z0ob9djgcEpUNZMM5BgYGcOmll2LRokUAshUYiO9oMJinvhl6wKbX8j8DFJtzZaex2v2ZWCu/hVpJKpXCG2+8gccffxxAxvSh6WTGZdEi0HOcTqctIRdAxiTneOtn+Hw+7Nq1C+edd56kDrn//vtxzjnnDPtm3Q7oTtcDwg0IWIl2BF51djiSwKgKmguOoB03ig5A1ViOOSkcdLvUGhpM1CpiMpnE1772NQwODuK5554DkKn2OWnSJEyaNAmFhYWWqpyBQEDwAyCr0qdSKQsJjjhFOp225EWhB83r9YqZFI1GJVCvra3NUguM46Zt+HXr1qG4uBgbN260UA4aGhrgdDpRWloqfQ4EArj33nsRCoUwY8YMzJ07FwCECMjsgoC9uQJkBN2WLVvg8XjQ2dkp3snOzk4Eg0EcfvjhMvcMGeD8EmDmOgiFQpZ35Ofny0bVebP7+vqQk5NjcUpwrqnu08Xf39+Pd955BytXrhRBXF5ejlmzZuHwww+3VI9tb2+XZ3PsOH40wdgIoPI+vQ54L/NCs38aq9PrdCRKiClkuD5NT9yBml7XpJnoRlPb5XJh6dKlWLBgAQDgtttuw80334ympibLoTw0NCTzr7+B3i7idUDWoQBkDlb+ub+/XwQ5HTS/+MUvcOedd+73Ww7IXDZjsAgs2sWqaGEUCAQk1wf/r+/lialtezNGiqcf/30k4FlrWRx8zcWprKxEKBRCdXU1Zs2aBSCTHGzdunVYt24damtrpcpBQUEB4vE48vPzh3E7KBw0mKrfpYNpGZLBb2FWPJP9zNATRnlv3rwZQNa7wJNezwdZ3NOmTZNvpKt01apVeP311wFkyprMmDEDU6ZMEc4V39ff34+9e/daXM1dXV3o6OjAZZddJhUl3G43du/ejXg8LsB8bW0tcnNzJQkYFycPBB4GOvyDwCaFudfrlT719PSgsbERQCblqMfjQSQSwa5du/DHP/5R5isnJwd5eXmy4dvb2/Hyyy9j0aJFCIVC4oGbOnUqJk+ejPz8fAs1gAeCxoM4xxSaxPrKy8sRi8Vwzjnn4Pe//71cp2apNSyNVY0EGnN89DvtsBt9v93v9X20SDSIz7S/f/vb3wRznD59OiKRCDZt2oSZM2darAxilOyTTkVbVFQ0bJwGBgZQVFQkfRoYGEBXVxeampqkX4FAQIJLR2oHBJe1iaM3CwDLB9ALoF28NIm0W5SmFiW2zjZIjgobSVpmBPNIE8nn69grh8OBcePGwe/3Wzx0VVVVmDhxIgYHB/H666/jySefBJApEldbW4vKykoBSrmZGJfE636/X1yaOhkU45KALD+C2pwuksZ/10JyypQpADIbc+vWrdi7d6+cxgxJ4UZnaofHHnvMEpejCWWffvopVq1aJf2ZPn065s6di+rqarz00ksWL1JLSwsmTpyI3/3ud7j++usBZJJtxWIxvPLKKxatoLS0FOXl5QgGg5L6tKOjQzLz5eXlScUGhniYZjEPGV2R4uqrr8bYsWPR2tpqAU7D4bAcYPoA4ve6XC4J5Ny5cyeeeeYZpFIpTJ06VTbgQQcdJNqsLtmkSYs0r2tra3Hrrbeio6MDd911F1566SUAwLvvvmuJzuczuP7tgHw2Pe9mrNpIrnd9zfwNQXVtplLgH3rooTjxxBMBABs3bsRLL72EOXPmWJKaaUqJBsf5d03g5L2kP+hvLC4uBjlTQCa8ghksR2qj4PJoG22j7d/e/imMR6tylLAaCNXMYA04k2xIoBCw5ijRkpNakbZByfOgNLVLvWoyammTsx+lpaWinut0CB6PR9jEX//61+Wbv/jiCzz33HMoLy8XTs3kyZMl1ag2ISKRiIDSfDeQrSRqVk/Q+AWbThei+SzJZBLV1dWYPHmy9LmzsxMbN25ETU2NJZfRCSecgHXr1qGtrQ1er1e0H5oADAAFMryhbdu2CQ5w/PHHy/trampQWlqKZDIpzN4333wTY8aMwZVXXin1m/72t7/Jqd/R0SGpJAjSszolk4nx+Vrb0yZxMpmU2t3PPvssvve97wmobvJwdA0ugshcQxwPYmCM4Ka2QsC8oKBA8g3NnDkT48ePlwTzxORIVHS5XIhEIjj55JMBZEr9Lly4cBgmZ65DNjscR7OyRwKl2XgvNTJT4yHHjM93uVxiut9zzz0AMuldu7u7MWfOHCGK8j3E6rQGk06nLbgg7+W7THoNtSF+f1lZmYV+YNccI/EHAGDSpElpvVH4f7uH8gM0P4L2J21PfhjJTJqyzUWpTTsKHdrU+r0UAFp95zUtLOfMmYO6ujrk5uZagEbtmXA6nQJMhkIhBINB7Nq1C+vWrQOQWYQTJkzAlClTMHbsWMvC50QQXAcgPBGNYVEYcjFrpiz/rjeRTjXCheX3+wXcpm0NZAQgn9fa2ir8E3rXKAg5pgwRefnll4V929LSgoqKCnz44Yfo6OiQqpyxWAyvv/46brvtNtkYdXV1WLVqFVauXIlzzjlHANkLLrgAjY2NmDRpkoWAyXnVwplmOfujCXq5ubn4yU9+gnA4LCEnnCe9ScgPSyYzFVY5h7yH92v+FzcWQe54PA6/34+KigpLyd7jjjsOp59+Onbu3GkhqbrdbhQUFODll1+Waw899JAlRYppatnxeuy8XfqanWdLY0KhUAhXXnmlZf3zm7u6urB27Vo89thjAIBnnnkGHR0dGBgYQH5+Po477jgZUxOv0hisFnK8164AAwF6jinH4LrrrhuRwLRfwTNhwoS0idKbrFj9Ii14uJmowXCSSDI048BMW1NPBoWRxni025ybmxs3NzdXTv3Zs2dLHSRiDUCWbs+NzUWrB5oErEQigddffx379u1DWVkZGhoaAGTc26WlpYjFYsjJybGQIZPJpJz8ejw0ngBkvSpm3S+e5lpYEuuiENOTD2Swl5aWFvlNUVERuru7sW7dOosQyM3Nxdq1axGJRDBv3jwAGUwuEAjg5ZdftrBe77rrLixZsgQDAwN49NFHAWQ0r3g8joaGBhx55JE4//zzAQDvv/8+Fi1aJCC6digQz9ECUAPRWiAx3ciVV15pYcKbm5JYIYU/r/f396Ojo8NS8dRcU1r7oAeyqalJvDyXXnopFi5ciCuvvBLFxcWW0stOpxPFxcVS8uaxxx6TA8VOyJje15H2nBYsdvuM4wBkBM8NN9yAeDw+zHPX09OD6dOnW4KWU6kUXnzxRdx+++0WrJalq7UDhetRH3qaNqGvM3pAO12Ih1577bUjCp7/J3BZm0LmItJ8GyCrwZicn76+PtFItKqqORH69DORfF7ngtGnKPvicrnkxCa7lt+yYcMGAJlTm5pAT0+PqNgs7ubxeCzs4WOPPRY+nw/bt2/Hu+++CwBYs2YNpkyZgqlTp6KoqEj6zShsj8cjppjOYaOFOSeagobmAkM0dAwbzVuanXryHQ4HQqGQJa4onc6ENdD7xWds3rwZq1evxvz580VoT5kyBTt27EB1dTU8Ho+Ef0yYMAHPPvssXnjhBaxcuRJAhorA6gz/+Mc/8NprrwEAnnrqKfzwhz/E/Pnzceqpp4pGZreJtFZiOgO8Xi+i0Sh+/etf44c//CEAWKgJ3CRaw9TPyMnJQXV1NcaOHSuF+oCMwGxtbbUEQnINsYoCNzFP7yeffBI+n0/6wdANcpUACGSgYQL9bDtBY7rYzfHRh6yeT+2I0JkDOEbpdBq7d+9GRUWFzCGthQkTJuDzzz8XDZWHjuYCAVlHj84Ioaky6XQ2C4EOw9BZA0xhP+z796fxjB8/Pm0OCAfNlO58ueaLUFCZvAbNm9CpJ3R4Pt9r1z+ttuuBdzgcGDNmDGpra8U7VFJSYvG6MSSBpEfGl+m6VCZNgC7ggYEBS8rR5uZmfPTRR2hsbERNTQ3q6+sBQLLVeb1ei5syJycHfr9/WDCs9vDo00t7FQBrQKnDkS0homkH2mwh3uVwOOT0GxgYQDAYxJlnnolf/OIX8j4GthYWFuKee+6Rk/+9995DfX09zjvvPKxYsQIAJKsftVZ60WKxGC6//HLk5ubisMMOwy233AIgk4mAfdaHCgUtSXzss56biooKABluCEsVcY0xKt1Ok9ApOfnsxsZGi7DgeMRiMXR2dsLr9cpcL1iwAB988IHMCzfrt771LRx//PHo6urCqlWrAAD33HOPhVph9md/YRQjXWczTTIdIPvf//3fgufwPQDw+eef47zzzpNk7y+88ILEdr3wwguS0uKQQw6RcBidNYCHvzZTtZauuXZ6TjU1weFw4Hvf+96IGs+oV2u0jbbR9m9vByQQ2klkajdak6HqqKWfDnlgo13OErb69zS/7NRM3RcCpqWlpaioqMCECRMAZIqtEduhVpJKpbB7927J26MJUcRViDcAGe2GKiyvRaNROQnj8bio4W63G8cddxzcbjfWr1+PN954A0DGazJjxgz4/X45dfjNvb29CIVCgl1oEFoT2BwOh4QS6MhtAvYMEuQzNO/C9Apq7kswGERTUxPq6+sxa9YsOf0+/vhj3HDDDWhsbERtba149CZOnIibb74Zjz/+uJAs582bhyeffBLBYNASHQ1k0ouedtpp2LZtmwQJPvzww4K3aM8kVfpAIDCs3A1NT3JzrrrqKjz00EPYvn27aG8EybnWuJ6oWVLj0Xwijjff4/P5sHXrVuTm5lrSOZCr1NjYCKfTKVkGVqxYgWXLllnAdubEMc0nrdXotWxngtmZU2x2JlhXVxeKi4uxd+9eC5+OPJumpiYx86mV9Pf348QTTxRt7/nnn8fXvvY1IR1yjXG96L5oxrZ28nA+XS6XZfzNAF+z7dfUqq+vT9sJFxN70e4+vbD0bzWYp4lWejKo2nFgmEGutLRUcAUAUq+cIDU3FWPCdLRtIBBAIBCAx+NBV1eXmFodHR0Ih8NSb4uLmWqkHhe6fmKp3zQAACAASURBVGk62QGAmlgYjUaxevVqNDY2Ctt30qRJKC0thd/vt9AOcnJyxAWtc8qk02nxjmkwUHsKTXOVWJbGhHREMZDZrCtWrMC6deuwc+dOXHvttQCAo446Cm1tbQgEAsjPz5ewi1/+8pf46U9/innz5kl+l7q6OnR0dOD222/HsmXLsGvXLgAZtu+FF16IqVOn4le/+hX+8pe/AMi4cx988EHB94AscVJTCPgNFPpMQwJkwfklS5YIuzsej6OzsxPpdNoSda3/r0FRrlEdA5ZIJLBx40bMmzfPghcmk0kcccQRePfdd0V4c/w8Hg/i8bikDrnppptQXFw8LBxFCyITqxzpUOW9ZuP97N+uXbuwePFitLS0yPsIpK9ZswZ33323kPhYc6y9vR3f/e53cdFFFwEA7r77bkycOBF79uyxCH5NwmW/OI4MndBmlylDOLZXXnnlVwOX+cEjDZ55H7UIIIvxaMAPyGalT6UyiaX0BvR6vSgvL0d1dTWAjAZTXl4upXU18k6MwOfzidBg37QwoqBobm5GMBiUk2vSpEnYsWOHcEO4OIPBoAQWUgAyboggoi7ro3EWfWocf/zxGBwcxOeffw4AWL58OdxuN+rr6zFp0iTBUFwul9TK4jUgo7ExNYQOmeD7dboH9kHnV2HTnjT2c+bMmfjHP/4Bj8eDk046CUCG38OqA01NTfjss89kDn7729+ira1NwN3ly5dj1qxZuPXWW/HLX/5S0mLs2rULb731Fu69915MnToV3/3udwEAf/zjH/H2229j5syZFiHAPmvNlylKmIhKUxdisRhOOukkYRcvX74cg4ODKCkpsQQik65BDyebrm7C636/Hw0NDYJLUGhFIhFJI0EaA/s9MDBgKZnc19cnMWXm/tAMZzbtGh+JvWzer38HZPBFnSuJc83+9fX1DQPR3W43IpGI8K7WrVuHpUuX4swzz7TEYFKr0fuX40YAW/fNdELZjYPZDuhOt9xsIPZ2CL6pBekYFiArNAKBACorKzF27FgAGdJRQUEBCgsLRZDwN319fSgqKhp26vj9fguhjPFKgUBgWP4USnAKpO7ublRVVUmFSAqN3bt3D7uXmhf5Ilr9pAtcR/jSla5j1woKCtDU1IT33nsPHR0dIlzr6+tRUFCAoqIiJBIJMRFdLheKi4stAB8F++DgIPx+vwWoJbCvtRv2Wc8dq1acccYZKCkpkeRN5513nuSW1hpZeXk55s6di4svvhgXXHCBjN2NN94oguonP/kJAEhsT319PVavXi0n68yZMxGLxfC73/1OxpktmUxawkZoDrHPFEoEoROJhFAiioqKsGfPHtxxxx3o7+8XM4mUDafTiZ6eHvmWgoIC4Vtxo+3atQvhcFjCdzSB84gjjsCaNWssWoyO06MZfcMNN6Curs5CrNPNzgTThznn0I6vY/6GGs9bb72Fzz77DO3t7RYNnNr27bffLsLwmWeeAZARyMccc4zsue985zu46aabLNkS9DfoUkLsA6ET02HEbwCyXu6rr776q7vTTQFjJ8E5KKb0pVBwOp2Sv7i8vBzjxo1DOBy2YC7kDkQiEXkGvUhM78h+6NyumivDMhu6CH0wGJToWdq5QAbL6ejokDQX1DYaGhqQm5uL9vZ2fPrppwAy5po2eTg5+gQ1v53mGRd9Z2cnPB4PjjvuODgcDjFPVqxYgZycHEydOhXjx4+X/hUXF2Pfvn0ixNgPmoccd040NSHNp6CpQrufc9ra2oqrrroKTz31lGgrZ5xxBl555RXk5OSgsbFRNn9TUxOWLFmCo48+WoIwt23bhrfffht33303XnvtNfz2t78FkEmDCWSEd3FxsSRBO+qoo3D88cejubnZtvgfhTSQPZgGBwctLnR+h763sbFRCvk98cQTwlDevHkzHnvsMamBpd3AZKBzbpk1sbe318I0d7lc2LZtG6qqqsQrx/6Rs6U1EZNTxXk5kJBhM00vO6+X1lxjsRii0ajFq8V+uFwu1NXVCXWEGp7L5UJeXh527NgBIMNDe/fdd+FwOETz1U1HAHAfa6iB7zQ1SxNmsWujXq3RNtpG27+9HRDj0U3bpVpik4Ck1eD8/HwxpXShP11IjRwCIIuKa/WOSby9Xq8lRoRVFZg0nfZ3QUGBhQ0NZBi5jFXSnjSPxyNgZywWw759+wBkgGG/349wOCxJ1qPRKJqamtDc3DyMw6CZxxwPsli1F4enH1X52v9NDD9lyhS0t7djw4YNePHFF4UDNHnyZFRUVFii8qPRKHp6euDz+QSQ5vtok2stiyeUBlhpxs6aNQtffvmlpJ144YUX8MMf/hDd3d04+eSTBTglUfDDDz/EWWedBQA4+uijcfXVV+OCCy6Ax+MR7YHlp9mPPXv2AMjEXz355JOSjJ/joYFwfiNPWYaG6PEj3qXDF2jy3HbbbfItM2fOxB133IG//e1v+N3vfidaHcsz7969G2eccYasJa4xM/bqvffew9FHH43BwUExEWnuabNHpxzVTWstdlwe/d3ajDGfoTUqjkdzc7NoN9xb3d3dQjzl+tZj6vF4cMUVV0i5nwcffBCnnXYaLrroIgvor1Nt6H5y/WpTi+uZCeIBWAomjtQOSCA0yUV0lbndbjFPwuEw6urqUFRUJIGBdNHRLapz1VAV44QD2XLFOrGUDtLTLEqdLRDIejHIKtXmFwFgpk/QQonVNzVpkKCc3iR+vx+FhYUIBoPYvn27eAt0DJs2SXVlC95DIcD7TDY4A1nJNv3000/h8XhQX18vZqrOZZNKpSQdRTgcFuAQgIVQRje+JkXS9AoGg9iyZQuAjLv6r3/9K6ZOnYpnn31WMvENDAxg6tSpqK+vx6mnngoggw3MnDlTFiGT269ZswZtbW1ynZjLI488glgshoceesji2rbbUAMDA/D5fIhGo/B6vZYEXGasIE21dDpTR5w5YF5//XW0trbC6/Xik08+wTXXXAMAuPLKK/H+++/D4/GICUdMSbv3ed3tdmPKlCloamqSzU0mfElJCd555x0AwJ133omDDjrIFuOxM7XY9/25ze2wUm3C3HPPPZK3nJufB3VbW5sFuC4sLBSBtGrVKhm/1tZWHHzwwQgGg7I+TjvtNFkjpseRB0JPT48l1pDyQDuKUqkUrrnmmq8Wq1VXV5fWzM/KykrxNFVWVloSQBHg1DR2HZekc9Ww4BhdxkDWXcpaSwAkabvDkc31wcb7NFOXzyfeBMCCCdCjBmSFGidEM66DwaDlhGINIxa94ynt9Xqxbds2NDc3D2M/m6CuFjT0PLARDNcCyev1YmBgAKtXr8YXX3wBIJNDiOzompoawbo4DgSp2eid09UVOHam6zkcDuOBBx7AypUr8cADDwhnp7e3F+l0Gm1tbRJC0tPTg2AwiIcffhgulwtTp06Ve/v6+lBYWChlZ9gmTZqEuXPnyvqgE0AH1ALZgyInJ0eAdD3fmr/ENjg4iFAohJ/97GcAMhjU0qVLcd5552HOnDl4+umnAQDTpk2T4gMm1YMbWzPNnU4nwuEwwuGwHDaaYc718d///d849NBDLUGobJxv0zvMZt7LfowkhDimP/7xjyXTIkFk7qdt27Zh9uzZlnJE1Mxfe+01yyHEdzL6fsGCBTLP9IQB2bAUpjPmoZJKpSTXlZ4Pr9eLK6644qsJnrPPPjs9btw4qcxAAht99xwQLohkMimCRKfNMF2GOl2G1hJ0LS5zYrQbmxubC0anZ6SKyRNKCw/2C8i6HtlvM+WGPmF1+ksdIuBwZGqN8110nXd2dg4j1tH9bwokvss80TRgz3t37NiBjz76CENDQ6iqqhKyZDAYREVFhRDxdIG9wsJCS0ApNU566DRQnp+fj1gshiVLluD9998HkPEcHX744ZgzZ44IPWqcfr8fW7Zswdtvvw0gs+FjsRgGBwfR0tIiY37hhRfikEMOES1DzyEAC0BKTyUPMQoeaqDaHOEY8X7Wypo/fz4mT56Mc889F/fdd598Y2NjIy6//HIsXLhQTF2z+BzHicKQLnxqN5yveDxuEQILFiwYkW5ienztAkZH0n7M63znddddh87OTosQ7evrg8/ng9vtRl9fn+VQoSv8jTfekPnTaUq4x30+H2pqanDCCSeIac/3MqyJWimQ9SByT/NaIpHAD37wg9GQidE22kbb/522X43nV7/6VVqrfcRO7Fx/BJR4naesyYmhhPb7/RYCHjUNzeno6uoS/IWVJwGI/c9n08Rh+gKaTwAsmpV2ifNE4zVtClE7oWbD76cpqF281FSCwaBwgrxeL/bu3YvW1laL+aVPas3BYciEpgFohrLuWygUQmdnJ1avXi1VLUKhEAoLC1FUVISSkhJheCeTSfT09KCmpkbwOGIZeu6ALKjIMWVirvb2dixZsgQrV66UvLputxvhcFicARyfeDyOSCSCuro6nHLKKTj66KMBZFzyPKk1sdPlypQf1onKuD5YnpgqPM1KbbLQxAyFQkgkEnj44Yfl3ilTpuDOO+/ElClTxPy87777BGP6/ve/DyCjYWlKhw6wpXbIfD0A8MknnyAQCGDbtm3CSr/22mvxjW98AyM1U7sZSZvR/6Z/q+/nmvyv//ovGVeaVFwv1FKICSYSCdTV1SGVSuGtt94aZjkA2Yj/o446Ch988AF6e3tx3nnnScI0ajrcT2aYhunA8Pl8+9V49it4HnjggTRp+IC1QoEmzGnvhBkur70tQJZTYAeuAbDESHHT8X0a/4jFYpKH13wOgWsAgjXouCb2w+v1innD64x30sxgbZZprIRAO7+HJmJzczMKCwsxduxYiTXavXu3PFdvVr6XnBu9qTipVGs5Plxg3IxNTU1YuXKl1LDn9WAwiJqaGoTDYRkPp9Mp/w5kF79ZDlh/J5m6NIdYYoZmjl7IJGtqRnIymZR+awyFc6wXciqVEhOioqLCsq54kHGjFRQUwOl04v7770cikRDHxsaNG9HZ2YmioiLk5OTg2WefBZAxhf1+PwYGBsTUuuyyy6TMkt7kXHMkIZLn0tLSgp07d2LHjh3yvhtuuAFnnXWW4D86lEbjNmwj8Xj0fJiNv+EBctlll6GpqcniYeKfo9EoBgYGRPAAGe9kKpXC22+/Pcyc11yxoaEhTJgwARs3bpTik0DGoXDUUUdJ7Jo2G7kONPEzFovhRz/60VcjEHLz6RABDoCO0dCng8ZWTAATyMbimPYwGayatKQXqmbqDg0NiXajhZoG8jSITNDP4/FYNC960HToBusMEb8BrAxl3ed4PI68vDz5LVODUpvbunWrAH+HHHIIOjs7sW/fvmEBshRaOi+Kz+cT4Fx7qzTuwxI0gUAAp59+OiKRCLZu3SoxVU6nE01NTSgrK5NNkkql0Nvbi6GhIfGGcawJJHNDcw2EQiFLDTQC7cTYOCZac9AeHh5Ces3oDW4XUFhaWioaDefL7XajrKwMH374IQDgT3/6Ezo6OhAIBNDc3Cwa2VlnnYX58+ejoKAATz31FGbOnAkAWLZsmTCXSZ9YuHAhXn31Vfz85z/HhAkTLMn5KeBLS0slGyULB/T19QkuQoFjh/GMdMDqf/9/uZ+NQlHvEQqAUCiE1tZWeU5eXp4cgNwLQFbj0RYC/zxu3Djs27dPQoz+8Ic/YOnSpTjttNMwe/Zs0Ry5vyjQ2Te7irK67Vfjueuuu9J6g9DLRC8VFxo3pTloTGTFjHz8WK0uc4Hymt6U9L5QmuqqD0CmZnh1dbWlNldTUxPy8vIsfB3tNeH/yRPp7u625Njh6UTvFieDp63pCo/H43C73VKeBoAwtnUxOZpTlZWVcLlcwh5taWmxqOIaBOe367zNqVQKHo/Hsol5OkejURQVFcm3bN26FR9//DESiYSYG/X19eK637RpE8aNGyffOGHCBFlA/EbOtc7CR83G5/NZ5ptCSGvDnBfTba61q3Q6m4rU6/XKZtJabl5eHrZu3YrHH3/c4ibet28fqqqqcP7550tE/d69e8UJEAqFhCX+7W9/Gw8//DDmzp1rSalKzfyiiy6SNaZT9rJIHgCMHz8eJSUleO655zBnzhwAwMUXX4xzzjlnvzwe3bTGo+fQ7l7zeTzYL7vsMnR1dVk4M1pQd3V1iWAkBy4Wi2Hv3r0SHkHPoZ4Xjv3YsWOxdetWi9PF5XKhra0NPp8Pl112GYCMp5tmmK5e4XQ695uPZ7+C58EHH0wPDAwMS1yl3ebsVCqVsiSuoouaG0iTDXmd9qJ+jtaUeKryVOS9JJORO6CDA+nq4zM0PmS6eJkKVU8Yv4OmB5DRbIjfaIGrTxztTQKypwk1rN7eXsGI6B0EMpH2LAfS3t5uidWiJ0e73jWXis+gF4FakikMAoEAPvroIwDAhg0bEA6HUV9fj9raWll4vb296OrqwtDQEL72ta/JAtfuf51KguNgRn9rD4427yhU2Wcmq6emzEWr6RfpdFoE4+233y6R0dQsv/Wtb+G0005Db2+vJAXj2FErJ7kSyCRou/fee7Fs2TIsW7YMQIZUuG/fPrjdbtTW1gpJkkJfr1sgE0x77LHHYsWKFTJGt9xyC77zne8MC6zUc2SaVSN5tfZnhgFZ3OaKK65Ab28vgsGgaOb0LKVSKWzdulWEKEmygUAAN954I9avXw8gU/FzzJgxiMViljhIElSLi4uFHEolgN+nMZ4rrrgCwWDQkq7E5XLtN+fyqFdrtI220fZvb/vVeH7+85+ntWlB9ZMnrunZ0rmVNetR0/41a9ksGMam79W/1aCziS/xug4fALIEJ33aspG9a+a8odalo+QZQKi5NoxmZkiHBrR5imueSDweRzKZRDgcFjWYWl8wGERvb694zLZv3y72uh0hTXvAeEJSU9OnKHEwzfZubW3Fr3/9a0ybNg2HHnoogIwGUl1djWQyKcGXQIb4N378eEvRPQYAOxwOCz5Dch81Dv4bx5MmKwAhkJoBtpxvmvS/+tWvAGTM/KamJlx44YXS58HBQXR1dcm86JwyfJcG7NPptJR1fuCBBwBkiv/deuutOPbYY7Fr1y7RKBYtWoSFCxeirq7OApxWVFRgxYoVFuD2rrvuwiWXXGJh6nMtmdoL16Ren7yXfTTNeb0fqGVdffXVYqZTs2EgaGFhIdrb28WJ0NPTg+7ubhQXF+OCCy6waPdLlizBokWLBMvhHHA9sGKJTktj9ikajaKmpgann346AKC2tha7du3CTTfd9NVMrTvuuCPN1AfsKD9cb0DACnaxoxrI0gM7EoJvB8zl5uYOc4WzEqTD4RBMAMiYHCSwaTOEUe7aW6MzD2qyozbtuFljsRhCoZDFswJkvEak32v1mf01zVSv1ytsXWIaoVBIaPu0w4FMruiuri6sWbNGsCaarTTZTKY0N7Eec36fdmOnUinE43Fs2bIF27ZtA5AxOVwuF8rKyqRCKJAh2LW2tiI/P18WJ+tQMcufbgRaWSter5VYLCZYEwWnDiXhuqEA6+rqwssvvwwgQ5W49NJLBVDnc7XZrRm5msahQU+fz4d4PI6amhoZj+uvvx6fffYZzj33XKm+WVpaiqamJlx11VVwuVySSmJoaEiSb/GQOPfcc3HIIYdg2rRpKCkpEUHAseaBqOPOKBD1XtBjqWEF/U0c09tvvx0bN24UrJK/4UHl9/stRFen04nOzk58+OGHQjzNz88X+gXj3LgXiMtSwHZ0dMg8asyLY6uzRR522GH4xje+sd8qEwd0p2tmMPPFmN4kLhYtOCjtCbBqNzY3jsYuuDn06WJOmHYDksKtgWuv1yteM57OxD0IhuoTRmMSOm1jX1+f1CBinykYNGDMzU5OkU6JmkplCunxW3TSLtOTw37t3LlTgkR9Ph9ycnJQVlYmv33nnXfQ19eHiooK9Pb2imBksipqetpDwW8ytcahoSEp/QtkXNDr169HMBhEXl6eLLiSkhKUlpZaNJhoNIra2lrh4fAw8nq9AkIzHIX9o9eOayQSiVgCh/mN+nA4//zzpRLCjTfeiM7OTuTn51tigqjpmJgj8R0NbFMQac2LQGh5eTl27NiB3/zmNwAy8V6hUAhXX301lixZIoLqnXfekTXHcb700kuRl5eHvr4+CeIFMgHAc+fOFY8ivZNAFszVHlwKImJc+joFD3931113IR6PW5LHNTU1yRy1tLQIB4caVElJCaZPn27JcTQ0NITm5mYBnLu7u/Hqq6/KPuTeDwQCwqszi2umUinBUDmm0WgUzc3NX03w3HnnnWkd60Teixn4qQmG/DOBX566bJSamtPC6/ydPsk5GVqwud1ukbpDQ0OygJnqU8cicfIY9qAXHDk4NB2BLF9Eq+5mBVEt5akBBQIBWQRUSzVB0uPxWFKn6oWlaejaXPP7/ZKDh98di8Xwj3/8A729vZbrnBM9n6aQ5Zjy1NIaKRf4nj17sGnTJrS3twPI5E9iKllGeR900EHo6elBIpFALBaTTcmQjZKSEgQCARHE/C7T/OIiNpN/0XN35JFHSqVTt9uNiy++GGPGjBFSIceI82dGR3NT6IPMFMAkKfIw5GFTVVWFF198EX/+859RV1cnQuPPf/4zgsEgKisrRTv9z//8TznwNAmRIUQ5OTnIz88XwuHkyZOFoMn5ZtZM7gMzwwD3G7Ws3/72t+jr60MwGJQ5zM3NRVNTE3p6erBt2zaptOL1euH3+1FbW4v8/HzRhPLy8iROkN/HgOWPPvoITzzxhPSvsLBQBBXXChv3klY8BgcH8dlnn301wfOzn/0srTccFzYXCl9EAaN5DFqd1MKBajWfo09geks0aUx/jLYrNTbEBc5+6fSMWj0krgBkPR86EJHXyYbmKRqLxSQFgz6R6XIn90ELk9zcXItHir+lGag5SRSWmqxJAaFPNJqWRUVFSCaTYiaRGEetQqvppgeM40/zhO/TLHO/3y8n4Nq1a9Ha2iquaSAT+1NaWioYHTkdY8eORUVFhbj7eT/NQ12ymuuD7mquAwaD9vb2oru7G3fccQeAjNs2EAigvLxcouTHjBkjuKLWcslG5oGl8Ts9BpwrfkcymRRM47nnnkMymURZWRnee+89vPLKKwAyXKBZs2bhpptukkwCP/7xj+W5Ov5J7xVtond1dSGVSqG6ulo4RjU1NSgoKLAdJ01ApEfv+eefR0tLC8LhsPxbKBRCNBrFmjVrsHz5ciFJTp8+XRQGjQkxmLegoEDu1bXISktLceuttwLIxIHl5ORIrTR+I9ezFrhsGzZsGPVqjbbRNtr+77QDajzaKwBkJbDOm6OBZhON54mkKyJor5bGQOzASp2+k6eUJj6ZqjTfrb049KpoU4TquJbcgDV0gOonv42aDLU35l8mQUubjTQZTKY0cQ5+Cz1gTqfTwjHSZEWaJ+Xl5cJOZR+ADJv2iy++wPLly1FVVSX91YnItMZDj5TWWtlXanRaA8nNzcUXX3whJ3wgEJD4qsLCQsGlgsEgXC6XJEyjaTFu3DgpmKfxMc4TvVh6TP1+P1pbW+VbLr30UsyYMcPipWL0fXV1NWbPni15i9xut4CrWgOk+d/f3y8Ewr1792Lz5s34+OOP4Xa7Jb3r0NAQ1q1bh0Qigd/85jcyjk899RQOO+wwxONxPPfccwCAI444QqLB9TrgWuR/2gSjRst56e7uFkb+tGnTcMQRRwDIlsPm83fu3AkAWLx4MQYHB9Hb2yvv6+npQTQaxaZNm3DyySdj+/btAID169ejoaFBsivwnYWFhaisrMTUqVNljFasWIHBwUGceeaZOPjgg0VrbWhowOzZs+H3+8WZAmT2nHbm8PuA/Ws8B/Rq0UzhoqCbOCcnR0h1GnvRm5/CR4ddcJPRxKDax42pMSVu1FgsZgmZ4KbhptXxTqYJQeFmxlnp/C4ul0vMBQ2mm2kx6A3SNbbsAFyNGclAO7LVCbRaqrEuLZD4Z41/sNFENTPxud1uRKNRLF++HAAEd9LvI3gJZGLKiNvQ/NLxeEBWIDsc2cTrbW1t2LhxI/bt2yc4FJBxNRcXF2Ps2LFSQwzImKrFxcUoLS2VNdPf3y/lojU4TEyQa0aTSZcuXYpXXnlF4ofKyspQWFgoyd9oHobDYRQWFgpbnP3z+/3Iz8+H0+kUnIhCr7e3F83NzRJuUlJSgksvvRSzZ89GT0+PzGcymURTUxMGBgYk2TvJkNFoFIlEAo2NjQAyh2lBQYEFW2LTgLGeV+4LNrrHJ0yYgIkTJwr29te//hWxWAwdHR3i6evq6sKePXtwwgknCHsbyJhgCxYsEBOTY7p06VJ8/PHHOOigg+TeqqoqBAIBtLe3IycnR4JjzzrrLFx99dXIz8/HmDFj5BAqLi6WfajXbiqVwvr167+a4Ln//vvTtFM5kEz9SPciX2Ta05o+rweX3iwCVMRAgsGgLHjzGazyoF3TdpoOT+rBwWwNbM1w1qVwBgYGUFBQIBteu0B5unCCwuGwIPf6dNbVDDRLWQec6gRJ5NqkUilL4CeQPen57Zq6r13NpBiYbHBiSv39/aKBuFwurF69GtFodJhXkU2DmVw8Wmhyg2jsgps5Foth06ZN2L17N4DMBiwvL5daZgSdE4kEysrK0NzcLIJs6tSpkj8mPz/fwlymUGUCK84jkMFCmFL1/fffxyeffIK2tjaJseM3UfsihYHP7uvrk9LLfK7X68WYMWMwffp0SXc7ZswY0bh0uSSXK5MwndeBTAS/TqbPMU0kElJwjzQPPeZaIPF3ZnYFHprRaBS9vb2ynoqLi7F161Y0NjbKOu3r60NpaSmqqqrgcDgkLGf37t2oqqrCnDlzMGfOHJkXn8+H3t5etLe3S62yd955B1u3boXD4UBeXp6sUwbFOhwOzJ49W7TZxYsXSyEGzQ+Kx+P44osvvprgue+++9JUH/lAp9OaUZ4TSsGjn0cOhd/vF42Cp5PpXYhEIggGg8MiyampUAABkHpHbxyisAAAIABJREFUmuzHftArpQFgxpKZvCO60fUJQ2+MPm2pQdEU4YLj95iqJt9PkwTI8CC0RqPNN/aTgol/15wdAJbsedQOeT2dzlbK0Gk9CwoK4PF48MknnwDIbBKOv05qNjg4KO5Z7aHg3GptUQtIrSH29PTggw8+EPIaF21xcTEKCgoQCoXEEwdkNKfi4mJUVFTIRmMJGmo9XAu5ubkIh8NSs51jWFlZiXA4jEQiYUmb0tbWJoGt7KvX60VBQQF8Pp8QOPPy8hCNRpFKpSyaDevIUxDqZHPU/v7+978DAM4880w54CKRiKz1trY2C+hP4Hrv3r2WUjxs7Kseb+0k4ToCMgcnnQrsc1lZGZ5++mlcdNFFEpMHZAh9Q0NDuPPOO3HPPfeI4CGwb1aaDQaDaG9vx913342//vWvACCHWVFREYaGhiQFSTwex5o1a/D0009LeAuJsitWrBgFl0fbaBtt/3faAaPT9ckPZKOHdV0hmiGa2cwTs6KiAq2trZaTnMGPmoSlgWbeS/OFOAibVlm1tkFNQyee7uvrE/zDrEzp8/kkGp5ajx0gTjDQ/G6+n1iCJraxsd+1tbVIJBLYtm2bJfEVn03tTodjMMpbUw4CgYD0Q6e0yMnJkRSiGiPj95Cf4vF4sGfPHnz00UfIzc2VtB1Ul6kZatxMh8xwjDjH2jXN3yeTSXz55ZeiZcXjcZSUlFiIiXl5eaipqRFMQ3NzSktLUV5eLiEpACzEQW2G0mynVsvx57frOaeWx9ACXnM4HOjp6YHDkU36T22NGBv7p5+rgXJqkVprpcnE0tmaYexwONDV1SXJ3Hp6eiwluDUzWGOHdGezPrrD4ZA55JxOnz4ddXV1MuctLS341re+hc8//xwfffSRpATxeDwYP348Dj74YCkwSe2epiE1nfHjx8PlcmHMmDGorq7GJZdcIvczV9Obb74JAFiyZAnC4TD+/ve/fzVT6+67705rjIEcg4GBAcFdOJBcrDpTHAFZzcXhYjW9ZXrS9UIn9qAnlJOtAWwOgrb1OVn0NOh0DeTwaHub9/N9JljGBabtb50mRHOLaOLxuUxZ0d7ejkAgINeJndCE5TPI++F7OM4aiNW4AwApq6sZ5bm5uejo6BAQmaZvUVERvvzyS8klXFhYiFAoJHwN/e1MT6GTd/HfNEGU9xKM5yHU2tqKDRs2CBjN72PlDqrovB6LxdDV1YXy8nK5n0xukuHYD7KUmcmQ1/v7+2WczdQrJKByzZjfxXnhujYxOeKLOsyG60zPC01lM06ws7MTPT09SKfTkkOIB1dPTw/27t0ra0zDBE6nU8y1QCAgJEkC9sFgEBs2bEBfXx8ikYjgVQsWLMDu3bul2im/Ze/evVi/fj0+/PBDSWY/OJipUssYRlYhoYl75pn/X3tnEiP5Wd7/b23dXV1dvS/umemZMR7beMbGZkbC8SFERLkYIQEhCQgBQoDgyCY2I4UgJMgpuSanXCJFOXDIITlEKIE4ivECeGY8i/F4ZuyZ6Znet6quXqtyKD5PfX+vG/NXR3+LQ72S1Z7q6t/vXZ/l+3yf5/2Ynn766SgI32q1NDQ0pDfeeCNTFuMf/uEf9JOf/OTwgsdJcESjIOgx0RsbGxoZGQmwUFJmoQD1GNjGxob6+/s1ODiYATrRJGgXhECKKSEYwGl8ofFX3RoDJ/LFR1g4liJ1wuy/LTXC2cg0MAKeUS6Xw9Ly52KR9ff3ZwBjNGPKrIWg6PllUgdw5sBj/XA4vQpksVjMlCygiFUu165mh6a7dOmS/vVf/1WnTp3KzDdscMfleLbPvX/O3zimBoDPBv/5z38eUcUHHnggvnvfffdpZmZGi4uLmZSOa9euxQ0n9JnDyryyx6BlOJjPPLFvvOYTc+nYiqcE1Ov1+D6YntMZ6Ad5U26xp6F8qaOYfE4XFhZ09+5dvfbaa3rooYcyOOLS0pL29/f1+uuvhzJ64okntLq6qqeeeiqe0d/fr7/927/V+fPnNTY2Fje83rt3T8PDw6FAGaPjTJ4ytLOzo8XFRc3Ozkb+1e7ubtwuQ1ieMTabnSt2pE7p049//OOHZy6nv/ccHD/wu7u7GhwczLhBuCAenpWUyXVx85i8Gj98aC2ECt+F5bm0tJTph1sq3g+PFEid8DCfOZ8H643flcvlsPY878zf54IHFq3zjaj7g5UGEOxX6/BM+k3qhbOtcQvdXUDAEaFDmxOudpfFNxjfl9qM1Xw+r+vXr8d94ZIiodBBWgS5KwD6zIF3Ier0At7H3Vk3btzQhQsX4vNqtarp6WkNDw+HUOLvlpeXg1kttQ/k4OCgxsfHlc/nI4mVdW00Gtra2oq5JvLiblvKMnbwH4vVoQZ3id3iRCnj9kodygbWSko18Ugh/LFKpRK1kSRFJcGenh7VarWgDKC43apeXl7WhQsX9D//8z8aHh6OLP4//uM/1tDQUIzRrT2UKutDfpvTXvgcztDMzEy4iBsbG2/hrK2vr2t3d1df/OIXDyd4fvjDH7Y8guGFt1IaPia309Mp/u5akU4uLi7q6NGjGVIVC+e+MNqkt7c3TMqNjQ2tra2F/+2mchrC5+8RKJ6jwzskZSQ45q0LErRT6oawAUHyeTaC1asYFgqFiCTxPgQPkSknZaKF/dA6H8ldCNzINPzOOrhL6a4aWg8/PZ/Pa3x8PELkL774YmSVe2Ij1qjzQtw1dPKiR8ZcKVC4rVwuh8tx6dIl3b17V6VSp6A88/HII4/o+PHjGdd/bm4ucraYp/HxcQ0MDGh4eFj1ej3jwpOf5wKeZ3lCcko58Cgee+CgSJ/nW6HcPK2AZ7CWrmRZa49kFgqFuCd9fX09nlGr1bS5uZmxxlZXV1UsFvX3f//32t7eDsvwq1/9qk6cOJHZU75ebgDQPx87n5EcSjkZnnHnzh3VarWY//7+fm1tbemzn/1sN6rVbd3Wbb8/7Xcylx2QLZfLIf0dTMXNALCVOmbm/v5+pjwjJjhawN0fSZlnOIjoNzPANcHEdc4D2sitBEBgJ/RhCaUkP8zLVqtzTcjY2FhYDp486gXPi8VipFg0m00NDAyoXq9nijQRScOcpX+4TeAJfA5W5BndYBZoUqljYaGN3X3l+87FGhgYCMKiN9xoj65Rh+jf//3f431Hjx6Ne+cd3MeFAPh3NwarzBnKaFF3jwE/b9y4oZdeeilSG0ZHRzUyMhKgNP0YGxuLPcMYZ2dnA3Q9duxYxuLu6+tTo9HIkCQBw9lXvhfdleTvsd68xjaWpIPMNA9YSDoQzOZdAOaOUfKMVqsV2NLy8nJgP3zW09OjqakpPf300xocHAw+0UMPPaTvfOc7cTGBR1SxdsCUsLj7+voy+6NYLMaFmTs7O3E28ILAgnhuuVzWn/7pnx7O1frLv/zLVoqX0FF3OSgQ7pGpoaGhAG8deOLQpJEqohPLy8sZUhUT7sKEQ4d5m0YjPBxJKB53yw8gB9U3G/VUvISGl1xAAPmCQHpEaIDlQCpjHIzRCXoe1XL8jIPpVHSECykkfuBbrZaWlpYylfGI2Li7jBvqmfqMQ+q4nOlNrAC+Urvu8C9/+Uv19/fr+PHjmeoA3h832VNXiwO6ubmZOahp2Qx+d/v2bb388suq1WoRoZueno45PX36dJSBgC189+5dHTlyJPKbHn744RBeHDTCx+BpKAovHOdAPuF53/80/p3uX+bXYQUUOH/j1Th93tn/abrD1tZWCHpnpdPHJ598UmfOnIk1HRsb09mzZ/WVr3wlcrjAcvz2Fc4kUWma01YcE+IcOcDcbDZ17949ffKTnzyc4PnWt77Vcm3hGtQPVS6XC64MDaAMP95ZwND7Nzc3M9hDWjSM3CuwkhQARqCkkrnRaISFRdSIjezlG7G4HGRF43r5C6/b4zWEeCbPcqyDTZziHGh9nzsEDKFsqWNdulXoaSCE93nG9vZ2jJt3gmV43xDMnlbCXLsAwIdvtdqM6IsXL8bBJgHzypUrunz5cvwdf8MhSbEpF/BuhXl0zHOi+B1jR1CRT3X9+nXt7bWvc/YcpzNnzujo0aM6duxYlH2QpOeeey4YyXBfYErTB1jffO4RUql94FO+DmsIjufcNMfBfI8RKUzvMZeyeX++xxzgx8Jyjhx92N3d1fHjx6N8yMLCQlh+g4OD+sxnPiOpnbays7OjWq2WwZR4J0qIPvsZdhwL7Ijvg3d+8IMfPLzg8SiCuyn+ExAZ4pGkiEYBWPo9OxTxchLWQblQaBU0hFs8DtDR2BCrq6tBzd/a2gruB3lmMfjfWENsJqkTTnfimYex+TsaLiACUspGBpyjgqXjQgPrL7W8mB+nLQCyI0hd6yAoXXMCBrrywI1C0LCmAwMDoclcqRCB7OnpiUhGX19fHPbR0dFIivzZz36mUqmk8fHxTLqDW28+91h6bhkhKB3QZ10QDszH4OCglpaW9POf/1yvv/56pEFMT09rb29P6+vrmp6ejmtvRkdHNTo6qrt37wY/hUJmw8PDce0P+4Y8Mnfz3UL14Iq7mV6xk3G71c8a+p7CqkndMhfaqQKROuAzz3JLmsqH//iP/6jvf//7cX+9k0Y///nP68knn4x+rKyshPWdUjacpJlGX/18cqPKhz70ocMJnu9+97utdMNg8TjZDYnnG3Z4ePjAsDkTyYBgUdLp6enpWDjn5LhG4IC1WtnavjzDN4rzFuC08Ll/38lPaXgcUl6xWMwsruMZa2tr8R4KUbkpLSmDIfA+5xjt7Oxk+BtknacWHe9G0PX396vRaETUzKseeh4O4zso5I2A8sgk38fi4/N6vR4RJ8dtsLB+8pOf6N69e3rwwQfjc4p9+fvcEkijTDzX3ROPOLI/wMc8G/7ixYu6fv26RkdHNT09HQxeiv4PDw8HI3d8fDxYxSsrK7Evjxw5kuG+uIueupFcqYQl4EImxSCZD/8pZS/a498032f+eVpF0l14r8kN3eLrX/+6fvrTn8Z9YJubm2o2mxobGwth9J73vEdPPfWUJiYmVCwWA7tBGKJQ2WN7e3ux9zyvbnt7+20FTzeq1W3d1m3veHtbi+eZZ55p+ZXCThiDeSl1rhceHh4OLUzUBI3uGt7NVSQ0VhFRH6lD+Zeyt1Gihbx4O99xroPUKQPhXBn6jHZK/XU0rVsXPLvZbIZJ70XWFxYWMs8GW2IsY2NjGXM1rT+D5iL7mHl3nhI4k+NCUsffbzabmWgV4/KSHb6WqdZmrvz7aFG3hOCnNJvNDDsbc3tiYkLLy8t68cUXJSnSRIaGhjJuIPvBSaPeUm4J7k0aOWWv0Odqtapms6lXX31VV69eDTJeX1+fpqenM1ymI0eO6MEHH9T09HS4RlIboMYdrFarYTWxpx3noGGVOz7Dd3zvwdNxCweshDPhLs3u7m6U0fVAA0EUd7s8hSe1jk6ePKnr16/rr//6ryVJly9fVrlczlxKQD9HR0f1wAMPhNV67Ngx3XfffXEripMQW61WJlJYr9e1vb2tv/iLvzicq/WDH/yg5YxENmYul4taw1J7g9ARZ4niOgwODmb8ff7zvCInpR2E6HuqggN5LjSoWUIpAvrRbDZVq9WUz+ejeNPc3FyA30wgm6LVamljYyMiRF6ofHBwMHNowFGosCcpKvy54MRtAoR34UCyqm9UqAi+2fb22ved7+3tZVIpMIGh7B90pa1H1zDbfU6pk4T7xXqC3/X29kZ4dmlpSSdPnsysj9RheJdKpSgtIrUFweLiov7pn/4pavtyGwXr70ItreDH73GD/VDiqvncIcz39/czh+rKlSt6/vnntb+/H9fs9PT0RMrAww8/HJ9PTk7q9u3bmpiYUK1Wi/rWU1NTUe/GgW/In6nCYn+4W8vegYHO/nc2urdU6DN2p4/wPQQRa8bnvoacgZ6eHv3N3/yNfvzjH2duFUHROM3Bo7QUVJPaIPzExIROnDgRkVBuIv3IRz5y+FsmvMwmGAUDZDIAyxzjYfGdhyB1QLSDgFrXtDzDgUn66lrBQS0A6oGBgUzhdfg6ByVyoh0c7JU6kTOe66HwVBtx2wIYw9jYWGxExunCoFqtZrSUUws8skHWtgtcKP/cSsF8SNnbJmjMvzOlPVmV74LBcEgQoh7B8/lnPj3hEt5RT09PVD7k+xwqrI8XXnhB165d09mzZzMHkqhMymfBmkhD2OwnV0C+Zo4rETbe29uLkPKvfvUrrays6Pjx4xoZGYl16evr06OPPqr7779fuVwuCmUNDQ1pfX1dtVotAhiPPPJIPNf3cKFQCOuXvvA5UVz2B+P22k80BI9z6hCs/l23uNzCYg3Ya4xxc3MzDAgs7f/4j//QP//zP2tlZUXVajWwsFKpFOk6HtThHq9qtRp9Q6n83d/93eEEz49+9KMWLoqkyPxeX1/X4OBgbE6/ZdM3hBPZ3IphclIhk5Km3PR0RN+FmSdzUlYA8Jt+pJuXBs3bI258z3NgyHWCF+MlNLinnQJJkuLGCS/XioXGPPlcMUYH3Wu1mnZ2djI3eLK58/l8xookslEul98Sqnd3jDmCK0U2N79HC7tS4Z1YSjwX95USJzzbXUe3OkdGRrS5uRnfBRC/ePGi3njjjdjI9913XyY6yOdocXcRU5A/JeZxyNK5hlIgtQXMwsKCrl27pldffTX+ltKp8L8AZB999NGwiLGObt26pWq1qsHBwShmJ2VTSLiTjv6l0SE+90gZLaWM+J7x7zpIn84Pz3crnIoNHknmaqLZ2VlduHBBv/rVryS1k3Tv3bsXgoexYEkVCoV4bqVSUbVa1b/92791weVu67Zu+/1pvzOc7iUAAPbSsCHa3FP/XSqmIBw4kZuazmOgOUnwIKCRZ+HilMvleC6SH5OfkpXuOhAGLBQKMcbFxcWo15tqrGq1mklilRQpDe5Wov2cl+NEslRrwyfy9I1araa+vj5tbGxkLAe4T07+y+VyqlQq8Ux3M7FUHACm/15TiT5A/+f7sKR9H1BwDHPeLVBfJ+Zvd3dXP/vZz9RoNCLb/A//8A/jHqiJiYlISn322WfV29ur4eHhjLXqJL/U4kFjMyduGadjZw3cCobrNTExEWkv//Vf/6XXXntNlUpFJ06ciH19/vx5nT17Vo899likbuCyXrp0ScViMdyT06dPB+nRC8V5yRD2Lhak0zmkDvxQq9UyaTIEGpxVz//jhqVQAdZ2miLkeBWfNRoNbWxsBBeI2tX1el2XLl0KEueVK1d07949raysZOpOFwoF3bx583Cu1pe+9KUW19fSIQe0UtDZF5/oDeCf4xQcID+YaZRLyrpoTtjyDe2b3Q+0u2tsVgde2dS4BgdxQ8gTAvhrtVoZt6y/v183b958S/oBDFEnYDlZzl0gn1s2Ov/mih2wBMYCOMqBwt2jqqObwYyNzziMzAUHDRcVYe+4gRMeabgwnpXPbankqHl0hz0CiAlbFnePNYVX8/LLL+uVV17Ro48+Gv1IayHhiqU4Iu88qKW8If4fZeoCqbe3V0tLS7p8+bKef/756N/MzIxKpVJwXN73vvfpkUce0cTEhJaWlgLH2tnZ0ezsrB577DFNTU0Fg3plZSWiWs4PgvHu+5joVOpO8tML4jMOsECff49WOqPcBRXNb2T1qDPPTPc773bW+d7env78z//88LdMuHT0BXYg1D/3g4RwSgWIhySR+LlcLjarP4PBArrxHiaUv5WU0cDuT3P43OJByqcb0ctw8FzXUJVKJQ7r+vp64Ft+VQ9lJLxvzBMbw/1vQOG+vr4AMb0ovmM8TsMngggrG8a15+ykuBb/dtBeUgDsTlajIdxdqLPR0lISRNgcO0NBOIbhrORCoRACib5jXf7nf/6npHZ6xPT0dKZ6Y2oJ+75gnCmGwk8n85Fq4p+zb5rNpkZGRmIN5ufn42YNDtpjjz2mubk5LS4u6v3vf3/cDrq6uqrp6WnVarWI9Ent4ANJqSkmAwPesTmfYz73ZGWPXDp47GtISgmWNc8iIJNG09hjTkJkvgHGfS+kwrJYLOpjH/vY4QTPX/3VX7X8kKSWjQsTqP+picgm8NAeLpGbwUy6Wz1sHLcQmMShoSGVSqWo/kdLaygTUmWCXLKnvAs+Sxm8uICtVksrKysZYJIq/ZOTk5kMX97ngDlWXprG4P3g2W+++aaKxfadSmQCY2HwPYQovCIEZAoo+9zB98FlY/7JWRsYGMikkNAvr2tTqVR0586dt3CSWq1WWIY9PT2hVFgPt1ZwoWH9suZwfVZWVrS7uxum/tGjR/XSSy/p/PnzIdBgFkMFYB8QXXUlRkO4uKJhz7ggZh8QkXJ6QW9vr8bHx/XjH/9YUrua4smTJ3X//fdrZWVFzz33nKR2SsfTTz+tc+fO6d69ezr5m9sdJOnmzZvq7++Pe6umpqYC7PV8L5joDtqzn1zAss5ACPv7+zFPnC2nUrAGjN1zGOmHX+uTz+fjnnXnp+He1ev1DPQiSX/2Z392OMHzve99r+WHGnwDa4dOpdngLDAdduwmn8/r9u3bmp6ejlKdfM6E+kHBQnDcwV0M31iuxZ2+zaHxZFX6lGp3TFsXPGjy3t7eIBJK7Uz2arWq/f19jY+PZzSuh/ilbN3kNOrGuxy/wCQul8tRLrSnp0fr6+tRtIt3FItFjYyM6JVXXtG5c+fikGB57O7uRuU6MroRGGg0LDcKS/F9istzuBmDl0lAmLO5nXxI/1LrmHD8QQqL+XGu2O7uroaGhlQul4NT88Ybb+j8+fN6/PHHM2FzLEPXyrSUSIqF6BFF/64fMKlTFsOF2vDwsG7duqUXX3xRv/71r6Nq49TUlJrNpt544w2VSqWwhP7kT/5EzWZTt2/fjmJd58+f1+DgoI4fP67jx49HX27cuBGJy1jMvo/cPYRvlip15gDqBw23yV3Y3d3sFUpOt6jVaioWixmr0/Fad/mazaY++tGPdqNa3dZt3fb7097W4vnCF77QmpycPDA728tDpNiON77nYOVB0a6DuDaOxjv3AeIa/0Y7YIp6hKm3tzdTY8fdRurzuKZzqyUF55zgJbVxBywhLopjXHzP+TC4em49eLKkk/9wVxqNRmADWGn8BBcBLyuV2hfKeTpGvV7PjNGxFud0MPdpagVkTwc2XUO6xeNWKQA23/Fa3L43UpcUpjuWpydUEpVhntlbFy9e1KuvvhrgLW44DPIUR+GdPh8pxsFnuGXuajFHXn+JGsiNRkO3b9+WJL388staWFjQ1NSUqtVq3Mywvr6uhx9+WFNTU2HxrK2t6fTp05qdndXm5mbsj3e/+92anp7OYJKsS+o2YjnDZ/Mz6ValX/jI2XUOGuPzfeMJqG5dIgv8GZyVQxd7/973vteig7zQzalU2CAkaCkTmWfhezopzQ9DKrw8osV3/T6lVPBsbm5mUH/SFCDwSdk0CI+6sZAujBwvaLVaOn/+vKS2iQ3O0Gg0MveQpyAyAgM30EO/RA8OEtrOeF1dXY272/f392PjHzlyJINNOdiOy8GzwVoQwmxGxke43d1aL7omdQQJc+XC1U19F/4bGxsBULKmy8vLb8nhcoXg6yIpioC5EM3n8xoeHtbIyIh++ctfSmq7LUTYeBfPZg15H8KMfZBiKDSvTc0hRpgODQ3pzTffjDpTCI2JiQmVSiX94he/0HPPPRf9OHr0qKrVqmZnZ6PW9B/90R/pwQcfVD6f1/z8vM6dOyepfUPElStXdPr0aT3wwANviU5KHTcQfJSAjM818+UwAOcIuonUxqVI5fCo2+rqagZTOigq6zBLs9k8fAXC73znO600mc0tFxoHPi0Z4X/j1grYjrOdHVhOQ50HHUomYXt7O0KyaT6YlL38z31ktB4a3SU47/Tn8XvHDjY2NiIaVSqVMuVdpWzBcKwfnuVhVH+Xa2epremp/AfbF6yNUgYIbYTdQexXF0Yp9Z6+Epnz6B/KJk0FIApWrVYzcwzvyNeMA5/L5eLe88nJyTjMw8PDmX6gnNbX1zPRSQSb553xXLfcJicntbGxoQsXLui1114LIX/kyJHMPfLsGd6JwPQ+swZQK6g2WSqVAvSfmpqKshoUr2eu2Vu+x65cuaL//u//1uLiYuA+8HKuXr2q06dPB060vr6uD3zgA7p586aOHDkSa1qr1fSud71Lx48fD6Hh0T4Pm7PHsEIdm0VB+H5sNptaXl7WxMRErBH1nsC93GJsNBoZ3If9fGhw+Zvf/GbLyWoOOrlFwIFKEXaXgLwH0xx3xN03tyr4Oz+svlncncCkd35R+m5q7vw2ENwnnp+M0d0rF2r8PdaMm5r8vRP0fHxuCXkujgsIxs375ubmoqphLpcLkHtiYiI0lFtITnlwGkH6HSkbEfODTDjfU0XSanV+97xbLm6yp9oWcBsh5hYWgq9SqcTzCCT4zR2QQgE2SVx84YUX9Ad/8AeqVCoql8u6evWqJOnq1auR6oCywm1wN/agvefRSb732muvSWrfssmc4ir6XioUCpFqIClSW+bn5yMCxm0ZMzMzGWulVCrpgQceUKlUiuJrkkJB+PVHU1NTwQNztx2wHqHhFk8aSOH/ETR+7jyPzi1GqW1QcA6JIv+fCoG5D+kWihdpgnWZul9sKLSEN0LC6YBZKJ6BCQx7VuocEo+MxICS6In3y/1XMBQEhFtqrVannATP4O9T/hKbyqM5jDuNuCGY3RJhkX2szAHPh5CG0Ojr69Pa2pqOHTsW38Vdo+/MaTof9LdcLmdcUmeeu0XQaDSCFIgmRzAUCgXV6/VMiQQOhIfTmWdXIOwPcCq/cJA+5PN5vfLKK5LaBaoImbPBScZlbH6Z5PLysoaGhqL/fH9vb0/PP/98uGXT09PxHHfpPccrn8+HkIfv02w2I/I3OTmZ4ba4EmPdWWf2HoLYE7Bv3bqlZ599VnNzc7EuExMTGhsb09ramhqNhp566qn4PtQHmNJ7e3uan59Xs9mMCwr56mhSAAAWg0lEQVSkdt4Z+8mvVkK4eN9ckDvGRkTMeViSMhwz2vb2thYWFvSFL3yhG9Xqtm7rtt+f9rYWz7e//e1WitsAOHl6BJwB58+gsfjMQV3KaBxUY8c1GLwZnuXakvyo1G1AgruZCWjtxCd3Y9yUdj5RWmaBsXruFBaGE+Tc5fL5xUd2TMeZ3V5g/iBrZXd3N/LL8vl8kM9wYXK53FtubdjZ2dGtW7eiDg4F0NKICPNMNIjPK5VKWFNuzdZqtdD+aD3yxQA3CSLwb19v5hHr0F1e1o8cKql9nUuhUMgUswfHALfCBZMUPKBisRhYTKvVvud7a2sratLcvHlTzz77rHZ3d8PNoX8QJPf29sJKcBIozyWj3nk0vtfTMTrfyN125mlgYCDSMX7605/qzp07mpqa0tDQUKbM79bWlh599NEYC/lto6Oj2traCmxwY2MjysDmcrmwDPEGIBH6PqBMihMt/ay5dcf4HPscGBg4PLj8zDPPtKSO+4LLlALIjgmkJDrHW/guZh9hYD4n2nMQKIprxoLyfRcyHCaPrjlW4sArzbEonpHiPf473yipe+bRFlrqrqWF0fCj3SSXOgu7ubkZJj0gbKVSCUKd1LlyhebXMu/u7ma+yyY5CLTHffLoX4pvMGcOzDuQz98TnWF+hoeHMxvXo4eO9ZGMizLjcwSMC9VisRhgtgdBGo2GarWaLly4oJmZmYgQMX7HLvr6+jQ2NqZarRYVC6V2gSv6kc93Eiud3kGR+xMnTkQuE0rE9wvCyOkIvud8L/m5kdrCfHNzU6+//rouX74c7yQR2cHysbExnfxNgbaHHnoosz+57xzBJimK2Vcqlbfc/5a6h5wj6kPx+d7enlZXV7W9vR0KaGpqSjs7O/rEJz5xeMHjE3mQBmcAJCd6hCP9Wxqb0zEXwC+/4M///qBFcm4C/+bv0kPCJnBwmee74GRTpONMo3t8ngqOdIw8xxNUnadBmU764QKEK2ldeKENZ2ZmYrNgfaAx04ij1xbiOYCqaeQJsBENT1E1FzBownROEfD0w28hYfxEhzw66nyi/v5+3b17VyMjI/IidPTZOTisCfsupXUQqUtvFvEIGMzpra0tVavVyDgHB5qYmMhglMyl514Vi8VIIUq5WCiklBrgUTr20kF7vVBoV0aANsD+eOGFF3T58uVMRIpaTJubmxHBk6T3vve9sYaTk5PBhO/v738LRw/sKDUknOpCETnm88EHH1Qul9Pc3Jyk9hna2trSpz/96cMJHlwtB4YJLQ4NDWUAXAeb+Z7nazEQpD8hyXTim81mJiyN6+QUcExspLLzjNJN74Q5z9h1ocMGpd9obkfu0ZTpIXbXyzWdZwnzDDgqbHYWiUOZy+WiH1g5gMnSW0F1stbRfNzF5RZKur5UCZQ6rinrwvddYLrlwWee9OlWiAum3t7e0M4jIyMhJBACzWYzbtBoNBpB/iP3Da4R/SMLm9QO3ocG9uCEp274gae0hCs8rBoEB8+o1Wq6//77tbi4qH/5l3/J5IchbNNyvwhFFAUKLFVM7Gf/zC0eXze+s7/fziDnnV6BEorCL37xC21uboZbBpGx1WrpzJkzUe4X4VoqlfT444+rUqnEHltcXIz7yMrlsp588sno39zcnDY2NsKtpH+tVitT+vfu3btaXl7Wl7/85S643G3d1m2/P+13XugndbgenikrKeMm+f/zXTSWYwZYGCmRDWzFuR6pleQhP7gh7i87HuHJdO5GuCbnmX5bBRbWQVwdJ5ilfU7D0Kl15JiKg7f8fS6XCyvH++8gJsQ6LDfet7m5qWPHjoX75G6MczVo+PFYFsyTz4vzcdbW1jL3e9EHAPgUT8Ml4pm+dm7ap+4R80T/PXyLdZbiQVjaWJLefD8wf3zmlQTY0ykJtF6va2BgQENDQ4FX3bhxQ1evXlW5XI65Gxoainnzcfu+c6+BMR7UN3fTmBfGubu7m0l32Nra0srKSlhclUpFtVpNCwsLevXVV8O6hOIwOTmp9fX1WMfHH39cPT09euKJJ8JqGh8fVz7fTrU5ceKE3v3ud8e6UZ+ItA6pgyf29fXp5s2bktrpH2NjY/rc5z53eAKhHyhnbXKwpGyOD82zeD1ClEZcOIA824WY+5Up+u/RKxdeNHd7dnd3oz/pgcc05vlpwTLG56Czg8jMT8rZcReLn5757nWi6Qc1rXnnwsJC1P6lTwgXP1QjIyNBtnNXywVjCngC1qd1VVyxMFZcpNSVYg15NrllzGOa2pDPd6j5pVIpg5s5d4uD5gxZsJnUfTyIdQyICkPe69MwRz6nLtD8fU6mpJ+9vb0aGxvT1atXg2PEfDgg73vI59PXMcU9fX+m+6nZbGbwTxS375nNzU3V63WNjY1pZmYm5vrSpUu6ceNGRK/c5atUKlpeXtZjjz0mqQ3Mb21t6dSpU5qfn4+bcAcGBjQ8PBzniHNy7949DQ0NaWlpKdb+4YcfVi6XO3w9nm984xuZ623YlB41YpKQ1o7DoOV8sKkQSmt4pJYDIXBfQAdQfQHph/vZ4BNsDichMomu4TmkngPGswHyHMtiPK7VXXPR5xTQ9XA/lo6Pm9sgrl27Fv247777og83btzQ2bNnYw48mueRCGjxHpl0+rsfEo9K+XwgqFKQlvA48+HJu05O9LQBfy4WtCsbriFCMHsUDK1LP9KIIe+D3kC43yNSTqPguX5jbRpWZm+5ZYjF7eD5c889p9nZ2Qjh07BM0vvpIFCmQim1zNnPWPZOt+Cn4y31ej32pFuAPT09KpfLWlpaCoE0Pz+vO3fuRMkLqW0dfeADH9D169c1MzMTOOLi4qJOnz4d72AN1tbWtL+/H0mvtO3t7cMLnq997Wst4vfeiHA430bKChVf3Hw+HwxVssXRVDQsGLekWBgKSfnzMK3TUDiLwefcNdVsNnXnzp1A40dGRg6MmrnF4MJBUuQOsehs7JSPwaH264ThKBFxA+Aluofm9YhLvV7P3E2Odbe0tKQzZ87EhnPznvXhc9jFuBBef8ZTT5g/F0DMpVs66Rg94RUBSEKou2C4Cu6m8/8+Twg+3Cx3PcrlcuYqIrfEXHjxfQTHQdwtVx4I2lwuFwfQI1A+p8xhGh6nfvTCwkLUj67VahocHAxXnn3Fvva9RnP3lH87K/2gNffIKUKFZFZaLpdTvV4PoF9qF5t7+umnAzCW2hYPbmW9Xo9neAi+t7c3A7ZjVcLuJoP/wx/+8OEFj3MpfGJ4AZOAIHFflr/N5/NRvGljY0NPPfVUTL4/m+c7xsOC9fX1ZS7S40B4ZADrxU1St5QKhULGR5aUsXp4trt49AlcYGVlJSILk5OT4d/7M/zv3VeHEMmcSR2cAkuLjV+tVsMVIlrg84rgYow8MxWCPlYpm7iYuq8cQLQ0/U7dhbW1Ne3s7GhiYiLTj2azqUqlkiGh0V/W1Q+Wc2Lc9WF9UxeWSA7ry7y51pc6N9sidNwFQlCyLgjftDIka+dWtJS9ifUgPCa11i5cuKCbN2+GO8x8eLSWZ/BM3zesV0rz8EgZFy0yJ8wvgrFer6vVaml4eFirq6vxztnZWZ05cyaqKkrtetAU6XPrbWRkRK1WK64/cowH99gVU7lc7hYC67Zu67bfr/a2Fs9XvvKVloN23I88MzMjSZl6J5i8KXkKghefI+0dk+AZB0Vg3NR3rYvp7iYx5rJjPFKHsOeUenAOnoMrgrYmWZHnYtUQOZA6bhJjSkmInihZLBbDNcNVlDoaA5yI9XArxjU21oAT1WhoRscj+B6WFjyW1KTH0oF75JEx1sTBYj5zEJk0Fp9j+oVF4e4B/ClfQ3A4CHpYGtQhcqsJFjd7DVOfQmKU9cQtoF41RdOYI/rnfd/e3tbFixfVbDZ19uzZTOEzT22hH6xVs9kMThK/o17PSy+9FGPf39/XsWPHwoqHhOs4JP1zGMLnmn77XgFbc+IplhXWk5dzhdHOT9xT1sez+Nmj7D+ezVo7sbNQKBwe43nmmWdaW1tbGYYm91QRUqWzUja6lWIvqc9MwfeD3BM/aP4db5iZbkozKf4u8mzwlT0CQ8N8lNouDu/z0hBO3XffnoMK+Cl1wE1fZA7u0NBQlHPgeQg6xsO7HUxkzL6JnDHsuIWHptOoEQKSQ5IqCoSPj5cx+nww/6lLCgnSQWdclYOwFXdpaLjLCHZJITxYR8aS4nA815WbZ1Ij9D1gInWu53a8hOtpTp06lbnaGiHBOzn8HgGUFMquVCpl6Ajr6+t6/fXXdevWraipxPqj4LzgHmNy4c+8emOdfF7oB2kOTp48efKkFhYWAm6QOlgWFRA8H1BqC3We483nAyzy0BUIv/71r7dccrp2806mgKDUKR7OYvB38CaIDLjGdb+fwbi/6weLei0sFA2rK8UMOOyutXd2dgJw8zAmffPQO1EJP8z5fD7uh/J0AOf2OOcEy4YEP+bJc6n8ADpVgN+xsdLC9VInD8utJrSkzzOH0nO8/DJEpy/w3XROvaWKgfVJK+Mxfm9paJl3cUAcc+H+MMfjUCZOA0DgI1xpCIyUMuBWYYpBkdBM6PzUqVMhbNM6VRx8n2vHZlxhcUEeNX3efPNN1ev1uDTAhbz/9DlnP3iEFxzGBQ83eUjZMsWDg4Oam5tTX1/fW/L+AJCdKU2AyPcNSsOtIPr+qU996rcKnuJv+wWddC3F/dxpMhwTPzAwkAm5eo6Pm2QIB+eGYP562Naz1d2NY/JSd8MFU6oJy+VyWCH0uVgsBgWe5u4MABrgIxE+j04wLykHg8PkG9m1sKdBoO18Tpl731hYmm5l8TkUd37HOwE7nVfE/PqzPXzsAD2CAGEsKVMa1f/frSfyhlgDLLW0H3zPhSWHlD3CGiDAmGduPcC0dxeYsbtQox8+d55j5dUlST9BgJ06dSr2pM+FzxFr4cCwW22pS9poNCJ94V3vepe2trb0wgsvaH5+PmotETHj+U5RSc8hc0Mgxl0wuGNbW1vhPq2vr2tgYCDyBVnP7e1tra2t6dy5cxHhwk3D8vKzlnKPUovroPa2ggft566HX29DQ4sjyZlcDrG7J0wWIVYXEEQyPGOdn4VCIaT2wsKCxsbGomSD40Spe8IG3Nvby1zziy+MBnWNu7+/r42NjdgozsZOtTAYlrOUsTC86hyHoVQqRbiZuUOb+D1G+/vtpFtcAOaI0HtaXdB5U655CD/7nLAxPbKF8kDbpQfJNa6vmQuNvb29EGY+H279edEwDr1fjeIui6+L54d5iNeFCBgeggTh7WvbbDbVaDQyVQKxij16hyubWuFeAoLPyL3jcLJvsEr5zDEX9ilruLKyolKppPe9733a2tqKSNW1a9e0s7OjSqWiarWawbfgNLmL4+fN9wfvz+XaxFSpbb0NDAxEyRHmf2dnR+fOndPs7GymuqcLOd9PGAuuID26fVDrRrW6rdu67R1vb2vxSG0thnbGIklNK+qw+g2eFL3GakIClkql4Hq46X1Q2kNaz8fdpIWFhXBR0ubgHJYY7gaSHfMScpaPCTTftYszq91dQKs54xqXCrdU6twVjuuDdUKqA5cOursCNuXAps+DW1NkaTuWgCXhGeSUiXA3iJ9c5XtQJM1dOFwgomiucbF0DgJ7i8Vipm/Or3L3hGd4So1bIx5Fwtp20Jk1dJecPba/v5+ph8T4sMrcXcA1Azdh7rHGUjKf848YFzglBdxo7BG36MC1ms1mFPc6deqUFhcXdfny5ai5TT9u376tY8eOZc6Hv8fz43A79/ezN4wS6XMLZXR0VPPz8xleEzWvSdPgnQcFDhzA/m3tbQVParL5IvomAv/wRD0KBPE9FxDr6+thKvrGAndxKjyD8oTGmZmZDNvUFxPz3RNKD4qccKhTkhp98AidRwsIuzPB/N6FKziFh4oZC+4aQB0bwt0+SRmiHIeSED8bxvGjSqUSQiWNKHpAgA1CakJajQ63zAlzaWVF5hmlRNQT95DPPWwLY9rddh8fB5DPwSpSFjZRSr7Lu1ZXV2Pvgft4+FxSXNviyoNnp6FphLjTOVhzpz8w7lR5Se19DqPZ871YAy+eBf6C4AKv4m+feOIJVavVAKMvXbqk8fHxSA2R3lpgDMIiuKoHWiSFy5mmc9AvAg5Sh4aB2+YKEiHqrvXvcrXeVvAAmjE5aBJqyPim8DCk1GEtp5LPuTr4tZIi7JhWmQOYdtDZNZSHbZ3hmfJUUsEDI9iZo1KHg5CCt1hR7lN7lM8jeq5xZ2dnJXU4T4VCQWNjYyEYnTfhTFbnd/DdRqMRBwew3OefsfsGpy/MB4cRThGHH8DbDyFj4dk+VwhnAGLG0mg0Ii3G0yCwcFMMhQPuRcMJDqQHyblDvpfAyBzj8ruhXACyD/wZaPJUaztNwfG+nZ2dDB7HHKHpeR+VIsFmXNDCCfN+EAl2Sw+lRjKxW0Lz8/O6ceNGAMClUkmjo6NhlfA+5x55NG5nZydwU/demH8Xps4N2t/fz5Q+RTF7JPT/JHj29va0sbER2nlvby8WxA8EN0C4ZnAryQFqNmBPT0+YgAxMyqLkTqjyZ6RWjpvpmN7eDw87upuCq1WpVDLmqVtJUsdVQOvyXSYbrepmOuPkGWjlkZGRTLjTCZNpXhSCzgXxQdQF3EnMfVcCXthM6uQ8Ydl5dA0tl4bLAVKd++SFx9wSAkB2t5YSKX4ot7e3w1X2KAhzj1Xlc8OdYm6BIehS8565c/6MQwZ+y2lKjmMfsDYetWJOPVLL8xAQbj3we98LhUIh1sDdJD8rvI90h2KxqNXV1QDQ5+fnVSgU9J73vCeeMTs7q1//+tfK5zu5kb5vKAKHhcR+83Vx6oNbi3gSHvVlP/nYmSOKkP221gWXu63buu0db/9PPB60A9oN7kWqHdyMQ1NjbXj5C6S9uxbwUFIcBv/ZLQ0PKbtUdvat+5toSedU4KK5xSEp3A3ew7gd2HbWqwOpPAdTPp/Pa2xsTJJ04cIFTU9Pa25uTpOTkwHwOYjJ+32u3QLEzGcu3Bpwfg7mswOm7o66lZhqumazGUA3Y0wxkb29PQ0PD4fb6RYZ6THuGqOlve407Gn2iWfx+zw6kMx43PyH1+The7Q1lriD38wp+8xBcp9DxoAr5ngfbifvc6Dey3ZA4QATcasaV9CDMVirQA5Sh9FMQMCpI/V6PWPhjo6O6ty5c1pbW9OtW7ciXadUKkWSp1utkBjhkrGXnLflUAX7x2EIcGDSqRhfSnhM2+/EeHg4HfUM65RCLymD/rMYDsqycGw8z+Rls/pnEAtxXXg2rogLDXxxzz7mOTzX3RMWLT3EPMuvzwWHSM1/Do27C25qM+5Tp07FRrhz547OnDkjqRN5YnPzt361i/vOuBWOO/gBdRDe++BgO26aA4Icxp2dHfX398fnuDIpbwvyXqlUioPm/Bn64vPn60UeFleyOIEN99jHRcTM3UY2uB9G3sffplUgGbcTSz1IwLPYYygdr3nj2BLjRPHmcrkQrmBe9Mcjra1Wu9qB12ve3d2NAE3KRUNx+t7r6enR5uZmfNe5Ye9973tjPhYWFnTjxo0Yi3/f8+GY04GBgQOBdV9jNyRWVlZULpczuXLvf//79XbtbVMmuq3buq3b/n+0LsbTbd3Wbe946wqebuu2bnvHW1fwdFu3dds73rqCp9u6rdve8dYVPN3Wbd32jreu4Om2buu2d7z9L/pON+dfLEkkAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_img(\n",
    "    flip(cvImg, nil, FlipMode.HORIZONTAL)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Transpose"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_img(\n",
    "    transpose(cvImg, nil)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Swift",
   "language": "swift",
   "name": "swift"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
